{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 1.绘制图像",
   "id": "6e65f0317a63a95d"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.373031Z",
     "start_time": "2025-02-25T14:40:35.369981Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 使用基础的plot方法绘制图像：",
   "id": "b0cd6f10b66927e4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.456439Z",
     "start_time": "2025-02-25T14:40:35.388115Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入两个列表，分别作为x轴坐标和y轴坐标\n",
    "plt.plot([1, 0, 9], [4, 5, 6]) # 绘制三个点并连线，左边的列表是x轴坐标，右边的是y轴坐标\n",
    "plt.show() # 使用show才能展示图片"
   ],
   "id": "4d6bf52eb6410f7e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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+u1gabM0lHx+Tp6QNjtQh5ZrECPE2deh8XKBLEVgAwA2o6Yo78yyyPCNHPv4+X05U19tfGxkfrEs+N46IlZAAH0P7CbSFwAIALqzYUqt3nlVzU/YVVdrbIwN95eaUOJmdEi8Doy58tArgCAgsAOBiausbZc3uIh1Svtx3XE5VfMTHy1Of4TMrJU7GDwgXL0o+cCIEFgBwkZLPtpxyWZ6RK598ny+W2gb7a6m9Q/S8lOkjYiTYz9vQfgKXisACAE4sv7ymueSTkSuHSqrs7bHBZrklJV5uSYmTfhE9DO0j0BkILADgZGrqGmX1rgJZkZEn3xwskZbtP/28TTJtWLSeQDu2X5h4qsN9ABdBYAEAJyn5bDlcpuelfLqjUCqtp0s+Y/qG6pBy/fAY6eHLX+twTfzJBgAHllNWrUPKysw8OVZWbW9PCPXT81LUlRDqb2gfge5AYAEAB6NGTz7doUo+ubL5cJm9PcDHpCfOqpByRZ9QSj5wKwQWAHAANluTbDpUqlf5fLazUGrqG3W7OgT56v7hMis1Ti9J9vfhr224J/7kA4CBDpdU6ZEUtdInr7zG3t4vPEDPS7l5VJzE9vQztI+AIyCwAEA3s9TWy7+3F+jRlIyjJ+ztgWYvuXFkrC75pPTqKR5qeAWARmABgG7QaGuSrw+U6JDy+a5CsTbYdLuahvKDQRE6pPxwSJSYvU1GdxVwSAQWAOhCB4pP6lORP9yWK0UWq719YGQPmZ0aLzNHxUlUkNnQPgLOgMACAJ2svLpOn4is5qZ8n1thb+/p7y0zVMknNV6GxwVT8gE6gMACAJ2gvtGmDxpUJZ/0PcVS19hc8vHy9JCJiZEyOzVOrk2KFF8vSj7ApSCwAMBl2FNg0SFlVVaelFTW2duHxATpkZQZybES3sPX0D4CroDAAgAdVFpplVVZ+Tqo7C6w2NvDAnz0nBQ1gXZIbJChfQRcDYEFANqhrsEm6/YW65CyPrtYGmzNJw56mzxk8uAoHVKuSYwQb5On0V0FXBKBBQAucODgzjxV8snRk2hPVNfbXxsRH6xX+dw4IlZCAnwM7SfgDggsAHCWYkutfJSVp0dT9hVV2tsjA33l5pQ4mZ0SLwOjAg3tI+BuCCwAICK19Y2ydk+RDilqtc+pio/4eHnqM3xmpcTJ+AHh4kXJBzAEgQWAW5d8tuWU6/1S/vV9vlhqG+yvqa3xZ6cm6NORg/28De0nAAILADdUUFEjKzPzZEVmrhw6XmVvjw02yy0p8XJLSpz0i+hhaB8BtEZgAeAWauoa5T+7CnXJ55uDJdJ0quRj9vaUacNi9ATasf3CxFMd7gPA4RBYALh0yWfrkRN6lc+nOwql0nq65HNl31AdUq4fHiM9fPmrEHB0/FcKwOXklFXbSz7Hyqrt7Qmhfnq/lFtGxUuvMH9D+wigYwgsAFxClbVBPt1RoEs+mw+X2dsDfEx64qwKKlf0CaXkAzipDq3Pe/LJJ/XpomdeSUlJbd7/9ttvn3O/2Ww+Z8j28ccfl5iYGPHz85PJkyfL/v37L/0nAuA2bLYm+fZAiTzwzywZvWitPLR8uw4r6hDkqweEyf/70UjZ+uhkWTJ7pIxhfgrgXiMsQ4cOlbVr155+A68Lv0VQUJBkZ2fbn599nPqSJUvkpZdeknfeeUf69u0rjz32mEyZMkV27959TrgBAOVISZUu96iyT155jb29b3iAnpeizvOJ6+lnaB8BGBxYVECJjo5u9/0qoLR1vxpdefHFF+XRRx+VGTNm6LZ3331XoqKi5KOPPpI5c+Z0tHsAXJSltl7+vb1A75ny3dET9vZAs5fcMCJWBxW1d8rZ/ygC4KaBRZVrYmNj9ejH2LFjZfHixdKrV68276+srJTevXuLzWaTlJQU+eMf/6hHaZTDhw9LYWGhLgO1CA4OljFjxsjGjRvbDCxWq1VfLSyW06elAnAdjbYm+fpAiQ4pakmytcGm21VlZ8LACB1SfjgkSszeJqO7CsCRAosKEmpeSmJiohQUFMhTTz0lEyZMkJ07d0pg4Lnnaqj73nzzTRkxYoRUVFTIc889J+PGjZNdu3ZJfHy8DiuKGlE5k3re8tr5qJCkvjcA13Sg+KQsz8iTD7flSpHl9D9OBkb2kFmp8XLzqDiJCqJkDLgTjyZVl7lE5eXlevTkhRdekHnz5l30/vr6ehk8eLDcfvvtsnDhQvn222/l6quvlvz8fD3ptsVtt92mh3X/8Y9/tHuEJSEhQYciNWcGgPMpr67T2+Mvz8yT73PK7e09/b3lppHNJZ/hccGUfAAXoj6/VWWlPZ/fl7WsuWfPnjJo0CA5cOBAu+739vaWUaNG2e9vmdtSVFTUKrCo58nJyW2+j6+vr74AOLf6Rps+aFBNoF27u1jqGptLPiZPD7k2MUIvRZ40OFJ8vSj5AO7usgKLmp9y8OBB+fGPf9yu+xsbG2XHjh1y/fXX6+dqVZAKLenp6faAotLW5s2b5d57772crgFwYHsKLHpeykdZeVJSWWdvHxwTpE9FnpEcJxGB/KMEwCUGlgcffFBuvPFGXQZSZZwnnnhCTCaTLvEoc+fOlbi4OD3HRHn66aflqquukgEDBujy0Z/+9Cc5evSo3H333fp1NbQ7f/58WbRokQwcONC+rFlN6p05c2ZHugbAwZVWWmVVVr4eTdmVf3qifFiAjw4os1LjZGhssKF9BOAigSU3N1eHk9LSUomIiJDx48fLpk2b9GPl2LFj4ul5ei+6EydOyM9//nM9gTYkJERSU1P1vJUhQ4bY71mwYIFUVVXJPffco0ONes/Vq1ezBwvgAuoabLJub7EOKV/sLZYGW/OUOW+Th6QlRel5KdckRoi3qUN7WAJwQ5c16dYZJ+0A6Frqr5SdeRYdUlZl5cmJ6nr7ayPig3VIuXFErIQE+BjaTwBuNOkWAFoUW2r1nJQVGXmSXXTS3h4Z6KuXIavlyIOizt3+AADag8AC4JLV1jfK2j1FegLthn3H5VTFR3y8POW6Ic0ln/EDwsWLkg+Ay0RgAdDhks+2nHIdUtS+KZbaBvtramt8NZKitsoP9vM2tJ8AXAuBBUC7FFTU6MMG1dyUQ8er7O0xwWa5JSVObkmJl/4RPQztIwDXRWAB0KaaukZ9ho8KKepMn5Yp+mZvT5k2LEZv7Da2f5je6A0AuhKBBcA5JZ+tR07oks+/dxRIpfV0yefKvqEyOyVepg2PlkAzJR8A3YfAAkDLKavWJZ+V23LlaGm1vT0h1E9uGRWvR1N6hfkb2kcA7ovAArixKmuDfLqjQJd8Nh0qs7cH+Jjk+uExepXPFX1CxZOSDwCDEVgAN2OzNcmmQ6WyPDNXVu8slOq6Rt2uDkEe1z9Mj6RMHRYt/j789QDAcfA3EuAmjpRU6ZEUVfbJK6+xt/cND9AHDt6cEi9xPf0M7SMAtIXAArgwS229/Ht7gZ5A+93RE/b2QLOX3itldmqcpPQK0QeRAoAjI7AALqbR1iTfHCiR5Rm5ekmytcGm29U0lAkDI/TGbmoXWrO3yeiuAkC7EVgAF3Gg+KQsz8iTj7blSaGl1t4+MLKHDinqPJ+oIE5BB+CcCCyAEyuvrtPb4y/PzJPvc8rt7Wpb/BnJsXoCrTohmZIPAGdHYAGcTEOjTR80qCbQrt1dLHWNzSUftdvstYkROqRMGhwpvl6UfAC4DgIL4CT2FFj05NmPsvKlpNJqb0+KDtT7pcxIjpOIQF9D+wgAXYXAAjiw0kqrrMrK16Mpu/It9vawAB8dUGalxsnQ2GBD+wgA3YHAAjiYugabrNtbrEPKF3uLpcHWfOKgt8lD0pKi9ATaiYkR4m3yNLqrANBtCCyAgxw4qEZQ1FLkVVl5cqK63v6amjSr5qXcNDJWQgJ8DO0nABiFwAIYqPhkrV6GvCIjT7KLTtrbIwN99TJkNZoyKCrQ0D4CgCMgsADdrLa+UdL3FMvyjBz5cn+J3uhN8fHy1Bu6qZAyYUC4eFHyAQA7AgvQTSWfrJxyXfJR+6ZYahvsr6X06qlDyg3DYyXY39vQfgKAoyKwAF2ooKJGPtyWp4PKoeNV9vaYYLPckhInt6TES/+IHob2EQCcAYEF6GQ1dY36DB+1yufrAyXS1FzxEbO3p0wbFqMn0I7tH6Y3egMAtA+BBeikko86DXn5d7ny7x0FUmk9XfK5sk+o3tht2vBoCTRT8gGAS0FgAS5DTlm1rMzMk5XbcuVoabW9PT7ET4+kqKtXmL+hfQQAV0BgATqoytogn+0s1Kt8Nh0qs7cH+Jjk+uExegKtGlXxpOQDAJ2GwAK0g83WJJsOl+rJs6t3Fkp1XaNuV4cgj+sfpkdSpg6LFn8f/pMCgK7A367ABRwpqZKVmbmyIjNP8spr7O19wvz1vJSbU+IlrqefoX0EAHdAYAHOYqmtl0+3F+jRFDWRtkWgr5fcMDJWZqfGSUqvEPFQwysAgG5BYAFE9G6z3xwo0SFFLUm2Nth0u5qGMn5ghB5NUbvQmr1NRncVANxSh/b+fvLJJ/W/Ks+8kpKS2rx/6dKlMmHCBAkJCdHX5MmTZcuWLa3uueuuu855z6lTp176TwR0wIHiSnl29V65+pl1MvfNLfLx9/k6rAyI7CG/n5YkGx9Ok3d/dqU+eJCwAgBONMIydOhQWbt27ek38Gr7LdavXy+33367jBs3Tsxmszz77LNy3XXXya5duyQuLs5+nwoob731lv25r69vR7sFtFtFdb18vD1fj6Z8n1Nubw/285YZybF6Aq06IZmSDwA4cWBRASU6Orpd97733nutnr/xxhuyYsUKSU9Pl7lz57YKKO19T+BSNDTa5Mv9x3VIWbu7WOoam0s+arfZiYOaSz6TBkeKrxejKADgEoFl//79Ehsbq0dMxo4dK4sXL5ZevXq162urq6ulvr5eQkNDzxmJiYyM1GWjSZMmyaJFiyQsLKzN97FarfpqYbFYOvpjwE3sLbTo3Wc/ysqXksrTf2aSogN1SJmRHCcRgYzoAYCj82hSe4q302effSaVlZWSmJgoBQUF8tRTT0leXp7s3LlTAgMDL/r1v/zlL+U///mPLgmpwKMsW7ZM/P39pW/fvnLw4EF55JFHpEePHrJx40YxmUxtzqVR3/tsFRUVEhQU1N4fBy6qtNKq56Ko0ZRd+afDbGiAjy75qKAyNDbY0D4CAEQPOAQHB7fr87tDgeVs5eXl0rt3b3nhhRdk3rx5F7z3mWeekSVLlujRlBEjRrR536FDh6R///56nkxaWlq7R1gSEhIILG6srsEmX2QX65Dyxd5iabA1/7H2NnnIpKRImZ2aIBMTI8Tb1KF55gAABwksl7WsuWfPnjJo0CA5cODABe977rnndGBRIeRCYUXp16+fhIeH6/dsK7CoOS9MzIXK2moERYUUNaJSVlVnf214XLAeSblxZKweWQEAOLfLCiyqPKTKOD/+8Y/bvEeNqvzhD3/QpaDRo0df9D1zc3OltLRUYmJiLqdrcGHFJ2tl1bbmkk920Ul7u5qLcsuoOH2Wz6Coi5coAQAuGlgefPBBufHGG3UZKD8/X5544gk9z0QtXVbUyh+1XFlNxFXUMubHH39c3n//fenTp48UFhbqdjVHRV0q8Ki5KLNmzdKrhFT4WbBggQwYMECmTJnSFT8vnFRtfaOk7ymWFZm5smHfcb3Rm+Lj5Sk/HBKlR1MmDAgXL0o+AOCSOhRY1OiHCidqBCQiIkLGjx8vmzZt0o+VY8eOiafn6Q+MV155Rerq6mT27Nmt3kcFHTVxVoWd7du3yzvvvKPnw6jVR2qfloULF1LygS75ZOWU65DycVa+WGob7K+N6tVTh5QbhsdKsL+3of0EAHS9y5p064yTduD4CitqZeW2XFmRkSsHj1fZ22OCzXLzqZJP/4gehvYRAOBEk26BzlJT1yif7y7U81K+PlAiLTHa7O0pU4dG61U+Y/uH6Y3eAADuh8ACw6jBPXUashpJ+WR7gVRaT5d8ruwTKrNS4+T64TESaKbkAwDujsCCbpd7olpWZubpuSlHS6vt7fEhfnJLSrzMSomT3mEBhvYRAOBYCCzoFlXWBvlsZ6EeTdl4qNTe7u9j0qMo6sDBMX1DxZOSDwDgPAgs6DI2W5NsOlwqKzLy5LOdBVJd16jb1SHIY/uF6ZAydVi0BPjyxxAAcGF8UqDTHSmpkpWZubIiM0/yymvs7X3C/HVIuTklTuJD/A3tIwDAuRBY0CkstfXy6fYCPS9l65ET9vZAXy+5YWSM3jMlpVeIeKjhFQAAOojAgkumdpv95kCJDimrdxaKtcGm29U0lPEDI3RIuW5IlJi9z3/qNgAA7UVgQYcdKK7UIeXDzDwptNTa2wdE9mgu+YyKk+hgs6F9BAC4FgIL2qWiul4+3p6vV/mo7fJbBPt5y00jY/Voyoj4YEo+AIAuQWBBmxoabfLl/uN6lc+a3UVS19hc8lG7zU4cFKG3yE8bHCm+XpR8AABdi8CCc+wttOiRlA+35UtJpdXenhQdqEdSZiTHSUQgh1MCALoPgQVaWVWdrMpq3n12Z57F3h4a4CMzkmP13JShsUGUfAAAhiCwuLG6Bpt8kV2sR1PW7S2WBlvziYPeJg+ZlBSpQ8rExEjx8fI0uqsAADdHYHHDAwd35Vv0qcgff5+vR1ZaDI8L1uf43JQcp0dWAABwFAQWN1F8slZWbcvXJZ+9hSft7WouilqGrEZTEqMDDe0jAABtIbC4sNr6RknfU6xDyoZ9x/VGb4oq8fxwSJTMTomXCQPDxctEyQcA4NgILC5Y8vk+t0KWZ+TIv74vkIqaevtro3r11CMpN46IlWB/b0P7CQBARxBYXERhRa2s3JarJ9AePF5lb48JNjeXfFLjpX9ED0P7CADApSKwOHnJ5z+7CvUEWnWmz6mKj5i9PWXq0GgdUsb1D9cbvQEA4MwILE5Y8vnu6Ak9kvLv7QVy0tpgf+3KPqEyKzVOrh8eI4FmSj4AANdBYHESuSeqZWVmnqzMzJUjpdX29riefnokRS1H7h0WYGgfAQDoKgQWB1ZlbZDPdhbq0ZSNh0rt7f4+Jj2KoibQjukbKp6UfAAALo7A4mBstibZdLhUHzj42c4Cqa5rtL82rn+YDilTh0VLgC+/OgCA++BTz0EcLa3SIykrMvMkr7zG3t4nzF+HlJtT4iQ+xN/QPgIAYBQCi4FO1tbribNqY7etR07Y2wN9veSGkc0ln9TeIRw4CABwewSWbqZ2m/32YIleiqyWJNfW23S7moYyfmCEnjw7ZWi0mL1NRncVAACHQWDpJgeKK/VIyoeZeVJoqbW3D4js0VzyGRUn0cFmQ/sIAICjIrB0oYrqevnX9nw9mpKVU25vD/bzlptGxurlyCPjgyn5AABwEQSWTtbQaJMv9x/Xq3zW7CmSuobmko/abXbioAgdUtIGR4qvFyUfAADai8DSSfYWWvQqn4+y8uX4Sau9PSk6UGanxstNybESGUjJBwCAS+HZkZuffPJJXb4480pKSrrg13zwwQf6HrPZLMOHD5dPP/30nK3mH3/8cYmJiRE/Pz+ZPHmy7N+/X5xBWVWdvPXNYbnhL1/J1Be/kqVfHdZhJTTAR356dR/55Nfj5bP7J8jdE/oRVgAA6M4RlqFDh8ratWtPv4FX22/x7bffyu233y6LFy+WG264Qd5//32ZOXOmZGZmyrBhw/Q9S5YskZdeekneeecd6du3rzz22GMyZcoU2b17tw45jkaVeNZnF+t5KV9kF0t9Y/OJg16eHjIpKVKPpkxMjBQfrw5lQQAAcAEeTWqIowMjLB999JFkZWW16/4f/ehHUlVVJZ988om97aqrrpLk5GR59dVX9ehKbGys/Pd//7c8+OCD+vWKigqJioqSt99+W+bMmdOu72OxWCQ4OFh/bVBQkHQ21c9d+RYdUj7+Pl+PrLQYFhcks1NUySdOj6wAAADp9M/vDo+wqHKNChlq9GPs2LF69KRXr17nvXfjxo3ywAMPtGpToycq9CiHDx+WwsJCXQZqoTo+ZswY/bVtBRar1aqvM3/grvLJ9nx5ed0B2Vt40t4W3sNXbkmJ08uRE6MDu+x7AwCASwgsKkiokY/ExEQpKCiQp556SiZMmCA7d+6UwMBzP7hVGFGjJWdSz1V7y+stbW3dcz4qJKnv3R1+t3y7VNU1io/JU344NEqPpkwYGC5eJko+AAA4ZGCZNm2a/fGIESN0gOndu7f885//lHnz5kl3efjhh1uN3KgRloSEhC75XkkxQZJx9IQ8fH2S/PTqvl3yPQAAwIVd1jBBz549ZdCgQXLgwIHzvh4dHS1FRUWt2tRz1d7yektbW/ecj6+vr651nXl1FbVnivLlvuNd9j0AAEAXBpbKyko5ePCgXpJ8PmqOS3p6equ2NWvW6HZFrQpSweTMe9RoyebNm+33GC0tqblc9c3BUqmuazC6OwAAuKUOBRa1kmfDhg1y5MgRvWT55ptvFpPJpJcuK3PnztXlmhb333+/rF69Wp5//nnZu3evXmX03Xffya9+9Sv9utrHZf78+bJo0SL5+OOPZceOHfo91KRetfzZEQyK6iHxIX56OfO3B0qN7g4AAG6pQ4ElNzdXhxM16fa2226TsLAw2bRpk0REROjXjx07pifjthg3bpzee+X111+XkSNHyvLly/UKoZY9WJQFCxbIr3/9a7nnnnvkiiuu0KM2KuQ4yh4sKlSlJTWXhdL3ti5dAQAAB9yHxVF19T4sG/Ydl5+8uUUiA31l8yNpHFYIAEA3f36zNrcdruoXKv4+Jik+adUbyAEAgO5FYGkHdbKy2ntFWbuHshAAAN2NwNLB1ULr9hYb3RUAANwOgaWdrj018XZ7boUUW2qN7g4AAG6FwNJOEYG+MjKhp37MKAsAAN2LwNIBp5c3E1gAAOhOBJZL2Kb/6/0lUlvfaHR3AABwGwSWDhgSEyTRQWapqW+UjYfY9RYAgO5CYOkAtWHcpFOjLOv2UBYCAKC7EFg6aHJLYNlbLC6wSTAAAE6BwNJB4/qHi9nbU/LKa2Rv4UmjuwMAgFsgsHSQ2dskV/dv3vWW5c0AAHQPAsslSBvcvOttOtv0AwDQLQgsl2DSqf1YtuWUS0ml1ejuAADg8ggslyA62CxDY4NEzbldn33c6O4AAODyCCyXWRZat5eyEAAAXY3Acpnb9H+5r0TqGmxGdwcAAJdGYLlEw+OC9YGIldYG2XK4zOjuAADg0ggsl8jT00MmJbYchkhZCACArkRguQwt2/Sn72HXWwAAuhKB5TKMHxAuPiZPOVZWLQePVxrdHQAAXBaB5TIE+HrJ2P5h+vFaDkMEAKDLEFguUxqnNwMA0OUILJ206+13R8ukvLrO6O4AAOCSCCyXKT7EX5KiA8XGrrcAAHQZAksnjrKkc3ozAABdgsDSidv0b8gulvpGdr0FAKCzEVg6QXJCTwkN8BFLbYN8d+SE0d0BAMDlEFg6gcnTQyYmRujHHIYIAEDnI7B0ksmnykLMYwEAoPMRWDrJhIHh4uXpIYeOV8nhkiqjuwMAgEu5rMDyzDPPiIeHh8yfP7/NeyZOnKjvOfuaPn26/Z677rrrnNenTp0qziTQ7C1j+oXqx+l7KAsBANCZvC71C7du3SqvvfaajBgx4oL3rVy5UurqTm+oVlpaKiNHjpRbb7211X0qoLz11lv2576+vuJs0pKi5JsDpbJub7HcPaGf0d0BAMC9R1gqKyvljjvukKVLl0pISMgF7w0NDZXo6Gj7tWbNGvH39z8nsKiAcuZ9F3tfR96mf8vhMrHU1hvdHQAA3Duw3HfffbqkM3ny5A5/7d/+9jeZM2eOBAQEtGpfv369REZGSmJiotx77716JKYtVqtVLBZLq8sR9A4LkP4RAdJga5Iv97HrLQAAhgWWZcuWSWZmpixevLjD32zLli2yc+dOufvuu88pB7377ruSnp4uzz77rGzYsEGmTZsmjY2N530f9b2Dg4PtV0JCgjjaaiEOQwQAoPN4NDU1NbX35pycHBk9erQu67TMXVGTapOTk+XFF1+86Nf/4he/kI0bN8r27dsveN+hQ4ekf//+snbtWklLSzvvCIu6WqgRFhVaKioqJCgoSIy0+VCp/Oj1TRLi7y3fPfpDvUcLAAA4l/r8VgMP7fn87tAIS0ZGhhQXF0tKSop4eXnpS42GvPTSS/pxWyMiSlVVlR6dmTdv3kW/T79+/SQ8PFwOHDhw3tfVfBf1g515OYrU3iES7OctJ6rrZdsxdr0FAKAzdCiwqNGOHTt2SFZWlv1SIy5qAq56bDKZ2vzaDz74QI+K3HnnnRf9Prm5uXoOS0xMjDgbL5OnfddbNpEDAMCAwBIYGCjDhg1rdanJs2FhYfqxMnfuXHn44YfPO9l25syZ+t6zVxw99NBDsmnTJjly5IiexzJjxgwZMGCATJkyRZz69Gb2YwEAwNh9WNpy7Ngx8fRsnYOys7Pl66+/ls8///yc+9WojJrT8s4770h5ebnExsbKddddJwsXLnTKvViUiYMi9dyVfUWVklNWLQmh/kZ3CQAA95l06wqTdrrLj17bKJsPl8lTNw2Vn4zrY3R3AABwn0m36PgmcmspCwEAcNkILF1kUlLzfiybD5VJpbXB6O4AAODUCCxdRO142yfMX+oabfL1/hKjuwMAgFMjsHQRdeJ0yygLq4UAALg8BJZumMfyRXax2GxOP7cZAADDEFi60BV9QiXQ10tKKutke16F0d0BAMBpEVi6kI+Xp/xg0KldbykLAQBwyQgs3bbrLdv0AwBwqQgsXezapEjx8BDZXWCR/PIao7sDAIBTIrB0sdAAH0npFaIfr+MwRAAALgmBpRtXCxFYAAC4NASWbpB2aj+Wbw6USE1do9HdAQDA6RBYusGgqB4S19NPrA02HVoAAEDHEFi6adfbyafKQumUhQAA6DACSzeZNLi5LLRub5E0NbHrLQAAHUFg6SZj+oaKv49JiixW2ZVvMbo7AAA4FQJLNzF7m2TCwHD9mE3kAADoGAKLAauF0veyTT8AAB1BYOlGE5OazxXanlshxZZao7sDAIDTILB0o8hAs4xM6Kkff5FNWQgAgPYisHSztFOHIa5lHgsAAO1GYDHo9Oav95dIbT273gIA0B4Elm42NDZIooPMUlPfKJsOlRrdHQAAnAKBxYBdbye17HpLWQgAgHYhsBg4j0Wd3syutwAAXByBxQBXDwgXs7en5JXXSHbRSaO7AwCAwyOwGLTr7dX92fUWAID2IrAY5PQ8Fna9BQDgYggsBm/Tvy2nXEorrUZ3BwAAh0ZgMUh0sFkvcVZzbr/IPm50dwAAcGgEFodYLURZCACALgsszzzzjN5XZP78+W3e8/bbb+t7zrzMZnOre9TS3scff1xiYmLEz89PJk+eLPv37xdXlza4uSz05b4SqWuwGd0dAABcL7Bs3bpVXnvtNRkxYsRF7w0KCpKCggL7dfTo0VavL1myRF566SV59dVXZfPmzRIQECBTpkyR2lrXPtF4eFywhPfwlUprg2w5XGZ0dwAAcK3AUllZKXfccYcsXbpUQkJCLnq/GlWJjo62X1FRzSMLLaMrL774ojz66KMyY8YMHYDeffddyc/Pl48++khcmaenh0xKitCP0ykLAQDQuYHlvvvuk+nTp+vSTXsDTu/evSUhIUGHkl27dtlfO3z4sBQWFrZ6r+DgYBkzZoxs3LjxvO9ntVrFYrG0upy9LKT2Y2HXWwAAOimwLFu2TDIzM2Xx4sXtuj8xMVHefPNNWbVqlfz9738Xm80m48aNk9zcXP26CivKmaMuLc9bXjub+t4q1LRcKgg5q/EDwsXH5CnHyqrl4PFKo7sDAIDzB5acnBy5//775b333jtn4mxbxo4dK3PnzpXk5GS55pprZOXKlRIREaHnv1yqhx9+WCoqKuyX6pezCvD1kqv6h+nH7HoLAEAnBJaMjAwpLi6WlJQU8fLy0teGDRv0hFn1uLGx8aLv4e3tLaNGjZIDBw7o52pOi1JU1HoOh3re8trZfH199UTeMy9nNpnTmwEA6LzAkpaWJjt27JCsrCz7NXr0aD0BVz02mUwXfQ8VatR7qCXMSt++fXUwSU9Pt9+j5qSo1UJqdMYdTDq1H8t3R8ukvLrO6O4AAOBwvDpyc2BgoAwbNqxVm1qCHBYWZm9X5Z+4uDj7HJenn35arrrqKhkwYICUl5fLn/70J72s+e6779avt+zjsmjRIhk4cKAOMI899pjExsbKzJkzxR3Eh/hLUnSg7C08KRv2HZcZyXFGdwkAAOcNLO1x7Ngx8fQ8PXBz4sQJ+fnPf64n0Kol0KmpqfLtt9/KkCFD7PcsWLBAqqqq5J577tGhZvz48bJ69ep2z5NxlVEWFVjW7ikmsAAAcBaPJhdYS6tKSGq1kJqA66zzWTKOlsmsVzZKkNlLMh77oXibODUBAODaLB34/OZT0UEkJ4RIaICPWGobJOPoCaO7AwCAQyGwOAiTp4dMTDy16+0edr0FAOBMBBYHkpZ0atfbvSxvBgDgTAQWB/KDQeHi5ekhh45XyeGSKqO7AwCAwyCwOJBAs7eM6ReqH1MWAgDgNAKLg5l0qiy0jrIQAAB2BBYH3aZ/y+EysdTWG90dAAAcAoHFwfQOC5D+EQHSYGuSL/cdN7o7AAA4BAKLA0obfKosxGGIAABoBBYHlHbqMMQvsoul0eb0GxEDAHDZCCwOKLV3iN6i/0R1vWw7xq63AAAQWByQl8lTJiY2j7KwiRwAAAQWh5V2arUQ81gAACCwOKxrBkXo84Wyi05KTlm10d0BAMBQBBYH1dPfR89lUdhEDgDg7ggsTrCJHPNYAADujsDiBNv0bzpYKpXWBqO7AwCAYQgsDkzteNs7zF/qGm3y9f4So7sDAIBhCCwOzMPDQ9LshyFyejMAwH0RWJxlefPe42Jj11sAgJsisDi4K/qESqCvl5RUWmV7XoXR3QEAwBAEFgfn4+UpPxgUoR+v20NZCADgnggsTmDSqcMQ17LrLQDATRFYnMDExAjx8BDZXWCRgooao7sDAEC3I7A4gbAevpLSq3nX23RGWQAAbojA4mRlIbbpBwC4IwKLk5g8uHk/lm8OlEhNXaPR3QEAoFsRWJzEoKgeEtfTT6wNNh1aAABwJwQWZ9r1lsMQAQBuisDiRNIGn96mv6mJXW8BAO6DwOJExvQNFX8fkxRZrLIr32J0dwAAcI7A8swzz+hSxfz589u8Z+nSpTJhwgQJCQnR1+TJk2XLli2t7rnrrrv0+5x5TZ069XK65pLM3iYZPyBcP2Z5MwDAnVxyYNm6dau89tprMmLEiAvet379ern99tvliy++kI0bN0pCQoJcd911kpeX1+o+FVAKCgrs1//93/9datfcYrUQpzcDANzJJQWWyspKueOOO/ToiRo1uZD33ntPfvnLX0pycrIkJSXJG2+8ITabTdLT01vd5+vrK9HR0fbrYu/rriYmNZ8r9H1uhRRbao3uDgAAjhtY7rvvPpk+fbou73RUdXW11NfXS2ho6DkjMZGRkZKYmCj33nuvlJaWtvkeVqtVLBZLq8tdRAaaZWR8sH78RTZlIQCAe+hwYFm2bJlkZmbK4sWLL+kb/u53v5PY2NhWYUeVg95991096vLss8/Khg0bZNq0adLYeP4N0tT3Dg4Otl+qzOSOq4WYxwIAcBdeHbk5JydH7r//flmzZo2YzeZLmqSrAo8aTTnz6+fMmWN/PHz4cD0vpn///vq+tLS0c97n4YcflgceeMD+XI2wuFNoUdv0v7Bmn3y1v0Rq6xv1ZFwAAFxZh0ZYMjIypLi4WFJSUsTLy0tfajTkpZde0o/bGhFRnnvuOR1YPv/884tO1O3Xr5+Eh4fLgQMHzvu6mu8SFBTU6nInQ2ODJDrILDX1jbLpUNulMwAA3DKwqNGOHTt2SFZWlv0aPXq0noCrHptM5/+X/pIlS2ThwoWyevVqff/F5Obm6jksMTExHeme21DLvied2vWWwxABAO6gQ4ElMDBQhg0b1uoKCAiQsLAw/ViZO3euLtm0UHNSHnvsMXnzzTelT58+UlhYqC+10khR//vQQw/Jpk2b5MiRI3oey4wZM2TAgAEyZcqUzv55XUbaqdOb1TwWdr0FALi6Tt/p9tixY3oflRavvPKK1NXVyezZs/WISculSkSKGpXZvn273HTTTTJo0CCZN2+epKamyldffaVLPzi/cf3DxdfLU/LKayS76KTR3QEAoEt5NLnAP8/VpFu1WqiiosKt5rPMe3urPgjxoSmJct+1A4zuDgAAXfb5zVlCTqxlHkv6Hna9BQC4NgKLky9vVrbllEtppdXo7gAA0GUILE4sJthPL3FWRb312ceN7g4AAF2GwOIqq4U4DBEA4MIILE5u0qlt+r/cVyJ1DTajuwMAQJcgsDi5EXHBEt7DVyqtDbL1SJnR3QEAoEsQWJycp6eHTEqK0I/XsloIAOCiCCwuYFLS6dObXWBbHQAAzkFgcQETBoaLj8lTjpVVy8HjVUZ3BwCATkdgcQEBvl5yVf8w/ZhN5AAArojA4nLLmzm9GQDgeggsLrbrbcbRE1JeXWd0dwAA6FQEFheREOoviVGB0mhrkg372PUWAOBaCCwuJM1+GCJlIQCAayGwuGBgWZ9dLPWN7HoLAHAdBBYXkpwQIqEBPmKpbdBzWQAAcBUEFhdi8vSQiYnNu96uY7UQAMCFEFhcTNqpXW/Zph8A4EoILC5mwqBw8fL0kEPHq+RwCbveAgBcA4HFxQSZvWVMv1D9mLIQAMBVEFhc+jBEykIAANdAYHHhbfq3HC4TS2290d0BAOCyEVhcUJ/wAOkfESANtib5al+J0d0BAOCyEVhcVNpgykIAANdBYHHxwxC/yC7W5wsBAODMCCwuanTvEAkye8mJ6nrJymHXWwCAcyOwuCgvk6dMTGweZVnLYYgAACdHYHGDwxDXEVgAAE6OwOLCrhkUoc8Xyi46KTll1UZ3BwCAS0ZgcWE9/X0ktXeIfsyutwAAZ0ZgcZNN5NIJLAAAdw0szzzzjHh4eMj8+fMveN8HH3wgSUlJYjabZfjw4fLpp5+2er2pqUkef/xxiYmJET8/P5k8ebLs37//crqGs/Zj2XSwVKqsDUZ3BwCA7g0sW7dulddee01GjBhxwfu+/fZbuf3222XevHmybds2mTlzpr527txpv2fJkiXy0ksvyauvviqbN2+WgIAAmTJlitTW1l5q93CK2vG2d5i/1DXa5Kv97HoLAHCjwFJZWSl33HGHLF26VEJCmudItOXPf/6zTJ06VR566CEZPHiwLFy4UFJSUuTll1+2j668+OKL8uijj8qMGTN0AHr33XclPz9fPvroo0v7qWCnRsBaNpFbt5ddbwEAbhRY7rvvPpk+fbou3VzMxo0bz7lPjZ6oduXw4cNSWFjY6p7g4GAZM2aM/Z6zWa1WsVgsrS60bfKpstC6vcfFxq63AAB3CCzLli2TzMxMWbx4cbvuV2EkKqr5A7OFeq7aW15vaWvrnrOp761CTcuVkJDQ0R/DrVzRJ1R6+HpJSaVVtudVGN0dAAA6zKsjN+fk5Mj9998va9as0RNojfLwww/LAw88YH+uRlgILW3z8fKUn0/oJ/4+JokNNu73BgBAtwSWjIwMKS4u1nNQWjQ2NsqXX36p56SoUo3JZGr1NdHR0VJU1HruhHqu2lteb2lTq4TOvCc5Ofm8/fD19dUX2u/+yQON7gIAAN1TEkpLS5MdO3ZIVlaW/Ro9erSegKsenx1WlLFjx0p6enqrNjVCo9qVvn376tBy5j1qxEStFmq5BwAAuLcOjbAEBgbKsGHDWrWpJchhYWH29rlz50pcXJx9josqIV1zzTXy/PPP64m6ag7Md999J6+//rp+vWUfl0WLFsnAgQN1gHnsscckNjZWL38GAADoUGBpj2PHjomn5+mBm3Hjxsn777+vly0/8sgjOpSo5cpnBp8FCxZIVVWV3HPPPVJeXi7jx4+X1atXGzpPBgAAOA6PJrURipNTJSS1WqiiokKCgoKM7g4AAOjkz2/OEgIAAA6PwAIAABwegQUAADg8AgsAAHB4BBYAAODwCCwAAMDhEVgAAIDDI7AAAACHR2ABAADutzW/EVo261U75gEAAOfQ8rndnk33XSKwnDx5Uv9vQkKC0V0BAACX8Dmutuh3+bOEbDab5Ofn69Ok1enPnZ3+VBDKycnhnCIHwO/DsfD7cDz8ThwLv48LUxFEhZXY2NhWBye77AiL+iHj4+O79HuoP2j8YXMc/D4cC78Px8PvxLHw+2jbxUZWWjDpFgAAODwCCwAAcHgElovw9fWVJ554Qv8vjMfvw7Hw+3A8/E4cC7+PzuMSk24BAIBrY4QFAAA4PAILAABweAQWAADg8AgsAADA4RFYLuKvf/2r9OnTR8xms4wZM0a2bNlidJfc0uLFi+WKK67QuxlHRkbKzJkzJTs72+hu4ZRnnnlG7zI9f/58o7vitvLy8uTOO++UsLAw8fPzk+HDh8t3331ndLfcUmNjozz22GPSt29f/bvo37+/LFy4sF3n5aBtBJYL+Mc//iEPPPCAXpKWmZkpI0eOlClTpkhxcbHRXXM7GzZskPvuu082bdoka9askfr6ernuuuukqqrK6K65va1bt8prr70mI0aMMLorbuvEiRNy9dVXi7e3t3z22Weye/duef755yUkJMTorrmlZ599Vl555RV5+eWXZc+ePfr5kiVL5C9/+YvRXXNqLGu+ADWiov5Vr/7QtZxZpM6E+PWvfy2///3vje6eWzt+/LgeaVFB5gc/+IHR3XFblZWVkpKSIv/7v/8rixYtkuTkZHnxxReN7pbbUX8fffPNN/LVV18Z3RWIyA033CBRUVHyt7/9zd42a9YsPdry97//3dC+OTNGWNpQV1cnGRkZMnny5FZnFqnnGzduNLRvEKmoqND/GxoaanRX3Joa9Zo+fXqr/07Q/T7++GMZPXq03HrrrTrIjxo1SpYuXWp0t9zWuHHjJD09Xfbt26eff//99/L111/LtGnTjO6aU3OJww+7QklJia5DqpR8JvV87969hvULzSNdaq6EGgIfNmyY0d1xW8uWLdOlUlUSgrEOHTqkSxCqhP3II4/o38lvfvMb8fHxkZ/85CdGd88tR7zUKc1JSUliMpn0Z8kf/vAHueOOO4zumlMjsMAp/1W/c+dO/S8WGCMnJ0fuv/9+PZ9ITUiH8SFejbD88Y9/1M/VCIv6b+TVV18lsBjgn//8p7z33nvy/vvvy9ChQyUrK0v/Iys2Npbfx2UgsLQhPDxcJ+OioqJW7ep5dHS0Yf1yd7/61a/kk08+kS+//FLi4+ON7o7bUuVSNflczV9pof4VqX4vas6X1WrV//2ge8TExMiQIUNatQ0ePFhWrFhhWJ/c2UMPPaRHWebMmaOfqxVbR48e1asdCSyXjjksbVBDqampqboOeea/YtTzsWPHGto3d6Tmhquw8uGHH8q6dev0ckEYJy0tTXbs2KH/5dhyqX/hqyFv9Ziw0r1UefTsZf5q/kTv3r0N65M7q66u1nMez6T+m1CfIbh0jLBcgKoHqzSs/iK+8sor9eoHtYz2pz/9qdFdc8sykBpeXbVqld6LpbCwULcHBwfrmffoXup3cPb8oYCAAL0HCPOKut9vf/tbPdFTlYRuu+02vV/U66+/ri90vxtvvFHPWenVq5cuCW3btk1eeOEF+dnPfmZ015ybWtaMtv3lL39p6tWrV5OPj0/TlVde2bRp0yaju+SW1B/V811vvfWW0V3DKddcc03T/fffb3Q33Na//vWvpmHDhjX5+vo2JSUlNb3++utGd8ltWSwW/d+C+uwwm81N/fr1a/qf//mfJqvVanTXnBr7sAAAAIfHHBYAAODwCCwAAMDhEVgAAIDDI7AAAACHR2ABAAAOj8ACAAAcHoEFAAA4PAILAABweAQWAADg8AgsAADA4RFYAACAwyOwAAAAcXT/H4r4XeyiSv20AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.511694Z",
     "start_time": "2025-02-25T14:40:35.457469Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 使用range函数生成列表\n",
    "x=range(1,8) # 生成列表对象\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "bc311d938087347a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 通过设置颜色、透明度等参数调整图像：\n",
   "id": "cf7bac42b80a481c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.580245Z",
     "start_time": "2025-02-25T14:40:35.511694Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3) \n",
    "plt.show()"
   ],
   "id": "21b2f10a526d7419",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 使用marker设置折点形状样式：",
   "id": "3e6a8c12609eab3f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.644820Z",
     "start_time": "2025-02-25T14:40:35.580245Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')  # 选择一个折点形状样式，具体可以在文档里查\n",
    "plt.show()"
   ],
   "id": "141731be80df6da1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 2.保存图像",
   "id": "ce32969d360fbf29"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 使用savefig方法保存图像：",
   "id": "fda35f12faca448a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.795061Z",
     "start_time": "2025-02-25T14:40:35.644820Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置，2,4,6..,24,26\n",
    "y = [random.randint(15, 30) for i in x] # 列表生成式，对应x中的每个元素生成一个15-30区间内的数\n",
    "\n",
    "# 通过figure方法调整图像，然后重新用plot绘制\n",
    "# 1.设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；                                                                                                  \n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 2.设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png') # 以标量图格式保存\n",
    "plt.savefig('t1.svg') # 以矢量图格式保存"
   ],
   "id": "b702ffab4cac71f4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 使用xticks和yticks设置刻度：",
   "id": "5b9bf41887a3b3a9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.949407Z",
     "start_time": "2025-02-25T14:40:35.795061Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2,26,2) # x轴的位置，数据范围是2-24\n",
    "y = [random.randint(15, 30) for i in x] \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks=range(1,25) # 刻度范围是1-24\n",
    "x_ticks_label = [f\"{i}:00\" for i in x_ticks] #rotation = 45 让字旋转45度\n",
    "plt.xticks(x_ticks,x_ticks_label,rotation = 45) # 第一个参数是数据范围，第二个参数是标签列表\n",
    "\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks=range(min(y),max(y)+1) # 用更简单的方式为y轴的数据生成匹配的刻度范围\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in y_ticks] # y轴标签样式\n",
    "plt.yticks(y_ticks,y_ticks_label)\n",
    "\n",
    "# 绘 图\n",
    "plt.plot(x,y) \n",
    "plt.show()"
   ],
   "id": "4617851832421d3c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 4.设置中文",
   "id": "c33df469f0e87683"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:35.953239Z",
     "start_time": "2025-02-25T14:40:35.950034Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) # 需要指定字体所在路径，和字体显示大小"
   ],
   "id": "e5609b8d5c58395b",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 使用xlabel和ylabel设置坐标轴，使用title设置标题：",
   "id": "ff06108fe86461fc"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:40:54.256141Z",
     "start_time": "2025-02-25T14:40:54.165058Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y)\n",
    "plt.xlabel('时间',fontproperties=my_font) # 设置x轴的标签\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font) # 如果要显示中文，需要指定fontproperties\n",
    "\n",
    "plt.show()"
   ],
   "id": "8fdbc4957a09aec9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 5.一图多线",
   "id": "add6e99f654cc35f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:09:05.396864Z",
     "start_time": "2025-02-25T06:09:05.324150Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "plt.plot( x, y1, color='red', label='自己' ) # 设置曲线的数据、颜色和label\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 ) # 设置坐标轴\n",
    "\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) \n",
    "# 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper left' ) # 设置图例以显示是一图多线\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "15f2aca9ea3fae6a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 6.多个子图",
   "id": "1a6b734e1925fe15"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 通过subplots预先设置好子图排版：",
   "id": "f1c72d0d8218e685"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:54:43.303861Z",
     "start_time": "2025-02-25T14:54:43.030601Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "# numpy库有很多数学函数\n",
    "x =np.arange(1,  100) # 返回一个1到99、步长为1的列表\n",
    "fig,axes=plt.subplots(2,2) # 排版为二行二列的子图\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1] \n",
    "ax3=axes[1,0] \n",
    "ax4=axes[1,1]\n",
    "\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) \n",
    "ax1.plot(x, x) # y = x\n",
    "ax2.plot(x, -x) # y = -x\n",
    "ax3.plot(x, x**2) # y = x^2\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图4\n",
    "ax4.plot(x, np.log(x)) # y = log(x)\n",
    "plt.show()"
   ],
   "id": "bd89b9cb90089c83",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 通过add_subplot使用添加方式排版子图：",
   "id": "18f7157637b4622f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:13:57.320816Z",
     "start_time": "2025-02-25T06:13:57.226509Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1) # 2行2列格式下，放在第一张图\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax2=fig.add_subplot(2,2,2) \n",
    "ax2.plot(x, x**2)\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) \n",
    "plt.show()"
   ],
   "id": "3ddd24f53a126c5c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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mDAQ6S2urNHu29xr2oT72o0Z2oz72o0aH2bGvXpc/Ot8JA+86J99ZI9u1MNCl+jBCEACAIA0CH5u7Wc/M36a6plbl9YjX7VPydP6wXoSAAAAACFiFpdW65u+LtKuyQb++cIiuPTVbwYhAEACAIJsa8din3iCwvrlV+enxumNKvqYP7enup6IAAABAF1uxfZ9ueGKRqhta9KfvjNRFo3orWBEIAgAQBEqrG/TYnM16duE2NTS3aWDPBGdE4LQhBIGAz7CQu92oj/2okd2oj/2CvEZzC8p08zNL1ebx6PHrxuqsAT0UzPVhl2EAAAI8CPzrnM167pAg8I4peTqPILBL0Zfxf9QQAIDA8faqnfrxSysUExGmJ24YpzF9UxQM2GUYAIAgU1rVoEfmbNLzC4vU2NKmwb0SnRGB5w5OJwgE3GA+gy8vl1JT2d3RRtTHftTIbtTHfkFco2cWbNN//nO10uKj9PT3xmtgz0RZx4X6sMswAAABpKSyQfe+tUYT/+cTPfHZVuX2iNdj14zRO7dP1DTWCQTcY3YNXLCA3R1tRX3sR43sRn3sF4Q1MhNiH/ioQP/x5mr1TYnVa7ecZmcY6FJ9GCEIAEAA2FVZr0dnb9ILi7erqaVNQ3snOpuFTB3UQyFB9ikwAAAAgltrm8f5kNyMDhySkagnbxivtIQot5tlFQJBAAD82M599Xpk9ia9ZILA1jYNz0xy1gg8eyBBIAAAAIJPY0ur7npppd75YpdO699df71mjBKiI9xulnUIBAEA8EM7nCCwUC8vLnaCwBF9knXnlDxNHpBGEAjYKiHB7RbgWKiP/aiR3aiP/YKgRtUNzc5Owp9v2qMLhvXS/d8ZoajwMPmFBN/Wh12GAQDwI8V76/Tw7E16Zcl2Nbd6NNIEgVPzNCmfINAm9GX8HzUEAMC/lFU36vonFmnNzipde2pf/dc3hygsyNfPzmSXYQAA/Nv2Cm8Q+OpSbxA4OitZd0zN15l5qQSBgD9oa5NMhzwzUwplXz/rUB/7USO7UR/7BXiNtpbX6tp/LFJRRZ3uOidfPzo717/6yG2+rw+BIAAAlgeBf/mkUK8uLVZLm0dj+3bTHVPzNDGXIBDwK6ajv3KllJERkG/E/B71sR81shv1sV8A1+iL4krd8OQiVdQ26f9dMkxXjs+S32nzfX0IBAEAsFDRnjo99EmBXl+2wwkCx2V3051T852FkQkCAQAAAOnTjWX6wbNLnV2FH716jM4d0tPtJvkNAkEAACyb7vDQJ4V6Y/kOp2Mzvl+Ks1nIqQSBAAAAwAFvLt+hn7yyUnFR4Xr6xrEam53idpP8CoEgAAAW2FJeqwc/LtA/V+x0gsAJOSm6Y0q+EwQCCAAm0E9L817DPtTHftTIbtTHfgFUI7M37t/mbtF/v7tOvZKi9fSN45WX7uc7KIf4vj6BNXEcAAA/s7msRne9tEJT/m+2Mz14fHaKXpwxQS/OOJUwEEHp3Xff1ejRozVy5EgNHTpUTz31lHO8tLRU06ZNU15ennP8008/PfA7Hb3Np8LCpAkTvNewD/WxHzWyG/WxX4DUqK3No1+/vdYJA/PT4/X6raf5fxjoUn0YIQgAgAs2ldXowVkFemvlTrV5pNNzuzsjAs0UYSBYmU/8r776as2ePVvDhw/X1q1bNXDgQF1yySX6+c9/rgkTJui9997T4sWLdfHFF2vLli2KiIjo8G0+Xyy8oEDKywu4xdwDAvWxHzWyG/WxXwDUqKG5VXe/vFLvfLHL6TM/fs1YJcX6+PU8gOoT3lmf5P7yl79UW1ubWlpadM899+i6665zPpG99tprtWnTJkVFRenhhx/WmWee2RkPCQCAXyosrdaDHxc6QaDHI2e3YLNr8DjWPAEcZq3Mffv2OV9XVVWpe/fuTj/y5ZdfVmFhoXN83LhxysjI0Jw5czR16tQO33ZcLS2HNsz7qX1rq0kuDx43nXZzOdrx9vsw1+vWSTk5hx9vZ+7bPMaXj4eHe+/X3P+JHjdvKszly20/2vGOntPx2u5P59TU5K1P377exwuEcwq0OpnfP7RGgXBOgVQn067166X+/Q+/D38+p0CrU/vrUL9+UmSk351TZX2zvv/cci3aulcXDO2p//v2UEVH7G9XINSpufnwv3GddU5dGQh29JNcAACCScHuav3540K9vcobBJ6Rl6o7p+ZpTF+CQODQMPCll15y+pFxcXHau3evXn/9dVVXV6u5uVk9ex7cOTA7O1tFRUXas2dPh277svvvv9+5tKuprJRmzjz4A1lZ0ogR0urV0qG/n58vDRggLV4slZUdPG5+1vzOvHlSdbX3DcDSpdIpp0i9ekkffnh4p33yZCkm5vDHNKZPl+rrpdmzDx4zbxTM8fJyacGCg8cTErz3U1wsrVx58LhZk8hMQzIjDzZu7Lxzamfu2zyGP5/TZ59563PotC1/P6dAq1NGhrR2rff79il1/n5OgVQn8zeuosL7daCcU6DVqf11aPhw74dTfnROOxul69aEqKA+RDee3k+/TK1U6EcfBF6dlh7yOtRZ53QMIR6T6J0E8+upqal64403nNF/q1at0vTp053gLyUlxflEtr0TNn78eN13333H/UQ2MzNTxeZ/KgAAfm6jCQJnFThTG8wr7qT8NN0+xQSB3dxuGroQfZmOMTNNTD/x17/+tdOvNB8of+tb39KKFSuUlZWlxsbGAz97+eWXO2sDXnjhhc6ov69724033nj8Gm7d2rkjBN97T7rgAsl8OO4PoxUCeaTMl483NHjrM20aIwRtPSfz+2+/fbBGgXBOgVQn06733/f+jfsyfz2nQKtT++vQ+ef71QjBtTsrdcPTy7S7ulG/PH+gbjqzf2DWqbHRG+a1/43rpHPKzM4+ap803I1Pco/7iWxNzck2CwAAV60vqdKDswr17mpvEDh5QJrumJKnUVkEgcDRmOBv586dB5aYMVN8TTBnPnAODw9XSUnJgb6lmZViQkIzpbgjt52Q9tDhUEdb7Ptox9vvw3TSzTSt9nWBjnTfRztufvfrHG9/E3Gixzt6Tidz3LZzMiGtqY+5PvRn/PmcAq1O5sX0SDU6Wtv94ZyO1kZ/PCfzWNnZB0OPE227zed0vDb62zm1vw61f+8H5zR3c4VueXaZmlra9MAVI3XhyN6Hn9PJtN22Opn7PtnXoWMdP4LQzvgk97e//a0TAm7btk2zZs3SNddc4xw/UXfddZeTWLZf4uPjT7ZZAAC4Yt2uKt3y7FJN+9NcZ1TgWQN66M0fnq4nbxhPGAgcR58+fbRr1y6tM2vomDU3CwudtagHDBigyy67TI8++qhz3Iwc3LFjhyZNmuR839HbfKp9+o+f7+4YsKiP/aiR3aiP/fysRq8s2a4bnlis0BDp6e+NPxgGBqow39cn3I1PcgEACDRrd1Y5U4PfW1PifD91UA9navDwzGS3mwb4jfT0dD322GPOtN7Q0FBnw7qHHnrI6T/+/ve/dz50zsvLU2RkpJ599tkD61J39DafMlOEzLpBQ4f6zZuxoEJ97EeN7EZ97OcnNTLL0v15VqH++NFG9U6O0ZM3jFNeeoICXqvv6xPemZ/kDho06Iif5N57773ufiILAEAXWb2j0gkCP1i72/l+6qB0Z2rwsMwkt5sG+KUrr7zSuRwpLPzgg0MWEO+E23zKTHc0S+cMGeJ2S3Ak1Md+1Mhu1Md+flCj5tY2/fKN1XppyXYNyUjUP64fp/TEaAUFj+/rE+7WJ7kAAPh7EPjArAJ9uD8IPHdwujMicGhvgkAAAADg66huaNYPn1+uTzeWOZvw/eWq0YqPOunICscQ7tYnuQAA+KMvik0QuFEfrSt1vp82pKd+NCVXQzIIAgEAAICva1dlvbNe4PqSal0xro9+c9FQRYSd9JYXOA7iVgAATsDK7fucEYEfr/cGgdOH9tSPzs7T4IxEt5sGwB+YnQbz84+84yDcR33sR43sRn3sZ2mNzDrcNz65WCVVDbrnvAG6dXJ/hZgdfYNNqO/rQyAIAMAxrDBB4Ecb9cmGMpm+yQXDejkjAgf2JAgE8DWYDv6AAW63AkdDfexHjexGfexnYY3mbCzTD59bpqaWNj1wxcjA30nYsvrYFQ0DAGCJZUV7dd0/Fumiv3ym2RvLdMHwXnrvjjOd9UwIAwF0aPfABQu817AP9bEfNbIb9bGfZTV6cVGRMzIwLDREz3xvfHCHgS7VhxGCAAAcYum2vfrTRxs1t6DcGRH4zREZuv3sXOWlJ7jdNAD+vntgWZn3GvahPvajRnajPvazpEZtbR79z/sb9OicTeqTEqMnrh+v3B7xrrYpWOtDIAgAgKTFWyv0wEcFmlfoDQIvHJmhH52dq9weBIEAAADAyWpobtVdL6/Qu1+UaFRWsh6/dqxS46PcblbQIhAEAAS1hZv3OJuFfL5pj0JDpItGZui2s/P4pBIAAADoJOU1jbrpqSXO+txmTe7/u3yEoiPC3G5WUCMQBAAEpQUmCPyoQPM3e4PAS0b11g/PzlX/NIJAAF20WPiIEdbt7oj9qI/9qJHdqI/9XKxRYWm1rn9isYr31ju7CP/k3AEKNR1wuFofAkEAQNDweDxOAGiCwIVbKpxFjL89OlO3nZ2rfqlxbjcPQCAzHfysLLdbgaOhPvajRnajPvZzqUbzCsp1y3NLVd/Uqt9/e5i+M45/J7bUh/geABAUQeDnheX6zl8X6LuPL9SSbXt16ZhMzbprkjNdgTAQQJdraZFmz/Zewz7Ux37UyG7Ux34u1Oj5hUW67olFztdP3jCeMNCy+jBCEAAQ0EHgZ4VmjcCNWrx1rzMi8PKxmfrhWbnq250QEICPVVe73QIcC/WxHzWyG/Wxn49q1Nrm0e9mrtPjc7coKyVW/7h+LBv1WfgcIhAEAARkEDi3oNzZLGTptr0KDw3Rd8b2cYLArO6xbjcPAAAACEh1TS2648UV+nDtbo3t202PXTtWKXGRbjcLR0AgCAAIqCDw04Jy/emjjVpetM8JAq8c30e3Ts5VnxSCQAAAAKCr7Kqsd3YSXrOzSheNzNDvLx2uqHB2ErYVgSAAICCCwNkby5zNQlZs36eIsBBddUqWbpncX5ndCAIBWCAsTJowwXsN+1Af+1Eju1EfBXuNVm7fp5ueXqKy6kb9eGq+bp+Sq5AQdhK2+TlEIAgA8O8gcEOZ/jSrwOmERIaF6uoJJgjMVe/kGLebBwAHmTdFaWlutwJHQ33sR43sRn2CukZvr9qpu19e6Xz90HdH6RvDM7rkcQJaiO+fQ+wyDADwyyBw1rrduugvn+mGJxdr3c4qXXtqX8356WT99qJhhIEA7GN2DZw5kx04bUV97EeN7EZ9grJGpk9uZujc9vxyJcZE6KWbTyUM9KPnECMEAQB+w3Q6PlpXqj/PKtAXOyoVGR6q607tqx9M7q9eSYSAACzHG2W7UR/7USO7UZ+gqlFDc6t++uoqvbVypwb3StTfrx9Lf9zPnkMEggAAvwgCP1i72wkCzSLFUeGhuv60bGeNwPTEaLebBwAAAASN0qoGff+Zpc6SPecOTtefrhip2EjiJX9DxQAA1mpr8waBD8wq0Lpd3iDwxtP76QeTctSDIBAAAADwqS+KK/X9p5eopKpBPzyrv+4+Z4BCQ9k8xB8RCAIArAwC319T4gSB60uqFR0Rqu9N7KebTRCYQBAIwA+ZXQMnT2YHTltRH/tRI7tRn6Co0TurdunuV1aozSP96TsjddGo3p3axKAW5vvnEIEgAMCqIPC9NSXO1OD2IPD7Z/TTjDP7Ky0hyu3mAcDJ7R4YE+O9hn2oj/2okd2oT0DXyPTRzQf15mL65I9dM0ajsrp1STODVojvn0PsMgwAcJ3pZLy9aqemPzBXtz63TNv21GnGmTma+9Oz9YsLBhMGAvB/7MBpN+pjP2pkN+oTsDWqa2rRD59f5oSBQ3sn6q3bTicM7ArsMgwACCatbR6988UuPTirQAWlNYqNDHOmBX//jBylxhMCAgAAAG4p3lun7z+91FnL+4JhvfS/lw1n85AAQiUBAK4EgWZE4IMfF6qwtEZxkWHOjsEmCEyJi3S7eQAAAEBQW7SlQrc8u1R7apv0k3Pz9cOzchXClPCAQiAIAPBpEPivlSYILNCmslonCLx1cn/dRBAIAAAAWOGFRUX6jzdXKzI8VH+9ZozOG9LT7SahC4R4PB6PLJOZmani4mK3mwEA6CQtrW36lxkROKtQm8trFR8VrutPy3Z2Du5GEIgARF/G/3VJDc26QOF8Hm8t6mM/amQ36uP3NWpubdNv3l6rp+dvU2a3GP3turEa2DPRp00Mai2d/xw6Vn+GZysAoEuDwH+u2KmHPinUlvJaJUSF6/azc3XjxH5KjiUIBBBEzGfw9fVSfDy7cNqI+tiPGtmN+vh9jfbUNDqb+y3cUqEJOSl6+KoxzOAJ8OcQuwwDALokCHxlyXZNvX+O7n5lpcprGnX7lDzN+9nZuuvcAYSBAIJPa6s0e7b3GvahPvajRnajPn5dozU7K/Wthz5zwkAzi+eZ751CGBgEzyFGCAIAOo2ZZvDGsh36y+xCbdtTp8TocN05NU83nN5PSTERbjcPAAAAwCHM+t73vLpSbW3S/1w6XJeP7eN2k+AjBIIAgE4JAl9fVuxMDd5eUe8EgXedk6/rT89WYjRBIAAAAGDbZn9/+GCDHpm9ST0SovToNWM0Oqub282CDxEIAgA6rKnlYBBYvLfeGQV49zn5uo4gEAC+isX27UZ97EeN7EZ9/KZG++qadPuLK/TpxjKN7JPs7CScnhjtdusQ7tvnELsMAwA6FAS+urRYf/mkUDv21Ss5NkLfPyNH157aVwkEgQB9mQBADQEAgWh9SZVmPL1URRV1umJcH/3qwiGKCg9zu1noIuwyDADoFI0trXplSbEztcAEgd1iI3TPeQN03WnZio/iJQUAjsp8Bl9eLqWmsgOnjaiP/aiR3aiP/Twevf3ZBt3z/la1tLXptxcN1VWnZCmEegXtc4hdhgEAJxQEPjN/qyb/72z98s3Vqm9u1c+mDXR2Df7hWbmEgQBwPGbXwAUL2IHTVtTHftTIbtTH+vUCf/fuOt329ibFRYXphe9P0NUT+hIGBvlziHdwAICjamhu1ctLtuvhTzappKpB3eMi9W/TBzodiDhCQAAAAMBqe2vNeoHLNbegXCPjPXr01lPVMyXe7WbBArybAwAcMQh8cVGRHpmzSburGpUaH6l/P98bBMZG8tIBAAAA2G71jkrd/MxSZ6mfK8dm6t6IIkWxeQj2410dAOCwIPCFRUV69EAQGKVfXjBIV53SVzGRLDYMACclIcHtFuBYqI/9qJHdqI9VzAaAv3jjC2dput9dMkxXjM6Q5u11u1mw6DnELsMAACcIfG6hNwgsq25UWkKUbj4zhyAQ6CD6Mv6PGgIA/FFTS5t++85aPT1/m3olReuRq8doZJ9kt5sFl7DLMADgiOqbTBC4TY/O2azymkb1SIjSf35jsL57SpaiIwgCAaDTtLVJpkOemSmFsq+fdaiP/aiR3aiPFUoqG3Trc0u1rGifJuSk6KHvjnZm/Diokd3afF8fAkEACEJ1TS16bkGR/vrpJpXXNCk9MUr3fnOwrhhPEAgAXdbRX7lSysjgjZiNqI/9qJHdqI/rPt9UrttfWO707WecmaOfnjdA4WGH1IIa2a3N9/UhEASAIAsCn5m/TY99ull7apvUMzFav/rWEH1nXB+CQAAAAMDPmFXgTN/+9++tV0xEmB65arSmD+vldrPgB4iFASAI1Da2OOsDTvz9J/p/M9crMjxUv7lwiOb8dLKuOy2bMBCANRobG3XbbbcpLy9Pw4YN09VXX+0cLygo0Gmnnab8/HyNGzdOa9asOfA7Hb0NAAB/Vt3QrFueXeb073PS4vXP2yYSBuKEMUIQAAJYTWOLnp6/VY9/ull765qVkRSt3140VJeNzVRUOCEgAPv8/Oc/V0hIiDZu3Ohcl5SUOMdvvvlmzZgxQ9dff71effVV53rx4sUndZtPhYRIaWnea9iH+tiPGtmN+vjchpJq3fLsUm0ur9U3hvfS7789XHFRx4h4qJHdQnxfH3YZBoAA/bTQ7Cz2+NzN2lfXrN7JMbr1rP66dAxBIOAL9GU6pra2Vr169XL+3yUmJh44XlpaqtzcXFVUVCg8PNyZHmV+bt68ec7PdeQ2c/xYqCEAwFZvLC/Wv7++Ws2tbfr38wfphtOznQ/RAJ/vMmymdtx99916//33FR0drREjRujZZ591pmhcd911Ki8vV1JSkp588kkNGTKkMx4SAHAEVQ3NeuqzrfrbvC2qrG9WZrcY/WzaQH17dKYzTRgAbLZp0yalpKTovvvu00cffaSYmBjde++9Sk5OdoI8E+oZ5k1PVlaWioqKnD5mR247XiDoaGk5+LV5oxUWJrW2mgWbDh43C3+by9GOt9+HWSy8oEAaONB7P4fet2GOmcf48nHTdnO/5v5P9Lh5LHP5ctuPdryj53S8tvvTOTU1eeuTl+f9PhDOKdDqZKxbd7BGgXBOgVQn83ubNkkDBhx+H/58ThbWqdEj/fqtNXpu0XalJ0Tp4StHaEzfFO9jHu+c2l+HTI3M/VtyToFYJ3XknJqbpY0bD/6N66xzOoZwt6Z2AAA6jwn/nvxsq/4+b7OqGlqcIPDfpg/Ut8dkKuLQ3cUAwGItLS3atm2bBg8erN/97ndavny5zjnnHL3zzjtd/tj333+/c2lXU1kpzZx58AeysqQRI6TVq6WiooPH8/O9b65MH7es7OBx87Pmd+bNk6qrvW8Ali6Vbr1V6tVL+vDDwzvtkydLMTGHP6YxfbpUXy/Nnn34GxBzvLxcWrDg4PGEBO/9mJEAZqfCdmYK0oQJ3jeC5s1GZ51TO3Pf5jH8+ZzmzvW2Z8wY75uqQDinQKuT2Xnzn/+UBg/21igQzimQ6mT+xlVUeMOMQDkny+pUHJeiW9d6tKq4UqclefTn/HqlrlkgVZ/gObW/Dt1wg5STY8U5BWKd1NFzWrhQev/9g69DnXVOXTlluCNTO5iiAQCdFwT+Y94W/eOzLapuaFFWSqxuOytXF4/uTRAIuIi+TMeYWSXp6elqampS2P43/GYjkHvuuUc33XST76cMb93aeaMVzPV770kXXCBFRPjHaIVAHIFxtOMNDd76TJvmfbxAOKdAq5P5/bffPlijQDinQKqTaZcJM8zfuC/z13OyqE6z1pfqrtdWO33/2yb314/P7q+w0JCvd07tr0Pnny9FRrp+ToFYp5M6p8ZGb5jX/jeuk84pMzu766YMd2Rqx5c7YF/5RLam5mSbBQABrbKuWX//bIue2B8E9u0eq//8xmBdNIogEID/Sk1N1ZQpU5xlaM4//3xt2bLFuZx++ukaPXq0sySNmXHy2muvOYFde5+yo7cdV3vocKj2kUknevzQ+2jvrB/tvo923PzO1zne/ibiRI+fzDl19LiN52RuM9eHPr6/n9PJHrfpnMwb6yPV6Ght94dzOlob/fWc2n83kM7pWG30wTm1eKQ/fLBRj87ZpKSYCP3j+rE6e2D612v7ocfN19TJ3nMKO8nXoWMdP9KPyoKpHXfddZdzaWc6agCAr9pX16S/z9viTA+ubmxRdvdY3fvNIbpwZIbCCQIBBIBHH31U3/ve9/Szn/1MoaGh+utf/6revXs71ybUMx9Cm5F/TzzxxIHf6ehtPmXeSJipPyz6bifqYz9qZDfq0+l2VzXoR88v16KtFRrZJ1kPfXeUMrvFdvwOqZHdQnxfn5OeMtyRqR1MGQaAr2dvbZP+Nm+znvp8m2oaW5STGqfbzs7Vt0YQBAI2oi/j/6ghAMAt8wrKdceLy7WntsnZQfjfpg9ig0B0en8mtDOndhhHmtphfO0pGgAAVdQ26X/eW6+Jv/9Yf/lkk3okRulP3xmpD++apEtGZxIGAoC/MGsGmUXHv7z+EOxAfexHjexGfTpFa5tHf/xwo675x0I1trTp4atG67++OaRzwkBqZLdW39cn3K2pHQCAo9tT06jH527R0/O3qq6pVbk94vWjs3P1jeEZBxcQBgD4DzMpx+wqOGSI2y3BkVAf+1Eju1Gfk1Za3aA7Xlih+Zv3aHCvRP3lqtHqlxrXeQ9Ajezm8X19OiUQzMnJ0SeffPKV4wMGDND8+fM74yEAICiUmyDw0816ZsE2JwjM6xGv26fk6fxhvQgCAQAAgAD0WaGZIrzCeS9w9YQs/fKCwYqOOMrmE4BNgSAA4OSYF//HTBA4f5vqm1uVn74/CBzaS6EEgQAAAEBAThF+8OMCPTCrQHGR4XrwylH65ogMt5uFIEEgCAAuTw14bM5mPbtwmxqa2zSwZ4ITBE4b0pMgEAACSWiolJ/vvYZ9qI/9qJHdqE+HdhG+88UunCL8ZdTIbqG+rw+BIAC4oLSqQY/O2aznFm5zFgw2QeCdU/N07mCCQAAISKaDP2CA263A0VAf+1Eju1Gfr2X2hlLd/fJKZxfhayb01S8uGNT1U4Spkd1CfV8fAkEA8HEQ+MicTXp+YZETBJpPA++YmqdzBqUTBAJAIDO7Bi5eLI0bJ4WxLpR1qI/9qJHdqM8JaW5t0x8+2KC/ztmshOhwPXLVaE0f1ss3D06N7Nbq+/oQCAKAD5RUmhGBm/T8oiI1tbRpSEai7piSp3MGpyskhCAQAIJi98CyMu817EN97EeN7EZ9jmt7RZ1uf3G5lhft08g+yc56gX1SYn3XAGpkN4/v60MgCABdaFdlvR6dvUkvLN7uBIHDeic5awROHdSDIBAAAAAIAu+s2qWfv75K1Q0tuvnMHP3kvAGKCGMtP7iLQBAAusDOffV6ZPYmvWSCwNY2Dc9MctYIPGsAQSAAAAAQDOqbWvXrt9fqhUVF6h4XqSdvGKfJA3q43SzAQSAIAJ1ohxMEFurlxcVOEDiiT7LunJKnyQPSCAIBINgXCx8xgt0dbUV97EeN7EZ9vmJ9SZV+9PxyFZTWaGJuqu6/fIR6JEa71yBqZLdQ39eHQBAAOkHx3jo9PHuTXlmyXc2tHo3KSnbWCJyUTxAIANjf0c/KcrsVOBrqYz9qZDfqc4DH49GzC4v027fXqqXNo59OG6AfnNnf/Q0EqZHdQn1fHwJBADjJxYEfnl2oV5cWO0Hg6Kxk3Tk1X2fkpRIEAgAOammR5s2TJk6UwumCW4f62I8a2Y36OCpqm/Sz11bpw7W71Ts5Rn++cpTG9O0mK1Aju7X4vj78KwCADgaBf/nEGwSaT/7MC71ZI9BMByAIBAAcUXW12y3AsVAf+1EjuwV5fT4vLNePX16h3VWN+uaIDP33xUOVGB0hqwR5jaxX7dv6EAgCwNdQtKdOD31SoNeX7XCCwHHZJgjM12n9uxMEAgAAAEGmubVN93+4UY/O2aTYiDD932UjdMno3rw3gPUIBAHgBGwtr9VDnxTqjeU71Nrm0fh+Kc5mIacSBAIAAABBaUt5re58cblWFldqeGaS/nzFKGWnxrndLOCEEAgCwHFe5B/6uFBvrvAGgRNyUnTHlHwnCAQA4ISFhUkTJnivYR/qYz9qZLcgq4/ZOOTlJdv1q3+tVX1zq34wqb/uOidfkeEW7+AbZDXyO2G+rw+BIAAcweaymgNBYJtHOjWnu+6YmqcJOQSBAIAOMKPJ09LcbgWOhvrYjxrZLYjqs7e2Sf/2+hd6b02JeiVF6+/XjfOPwQJBVCO/FOL7+lgcXwOA720qq9GPX1qhqffP0evLdzgv7i/ffKpemDGBMBAAcHK7B86c6b2GfaiP/aiR3YKkPp8VlmvaA586YeAFw3vpvTvO9I8wMIhq5LdafF8fRggCgKTC0ho9+HGB/rVypzMi8Iy8VN0xJU9js1PcbhoAIFDwJsxu1Md+1MhuAVyfhuZW/e/7G/T3eVsUF+nHG4cEcI0CQotv60MgCCCoFeyu1p8/LtTbq3bKsz8IvHNqnsb0JQgEAAAAgt26XVW688UV2rC7WmP6dtMfLx+prO6xbjcLOGkEggCC0kYTBM4q0Dtf7HKCwEn5abp9igkCu7ndNAAAAAAua2vz6G/zNusP729Um8ejn5yb72weEh7GymsIDASCAILKhhJvEPjuam8QeNYAbxA4KosgEADQhcyugZMns7ujraiP/aiR3QKsPjv21evul1doweYK5aTG6U9XjNTwzGT5tQCrUcAJ8319CAQBBM1QfxMEzlxd4nx/9sAeThA4so+fv7ADAPyDWWcqJsZ7DftQH/tRI7sFSH08Ho9eX7ZD9761RtWNLbrqlCz94oJBio0MgOgkQGoUsEJ8Xx/GugIIaGt3VukHzyzV9AfmOmHg1EE99NZtp+sf148jDAQA+A67O9qN+tiPGtktAOpTUdukW55dprtfWanoyDA9ccM4/ffFwwIjDAyQGgW0FnYZBoBOsXpHpTMi8IO1u53vzxmc7uwaPLR3kttNAwAAAGCRWet262evfaHymkZdMKyXfnvRUHWLi3S7WUCXIhAEEHBB4AOzCvTh/iDw3MHpztRggkAAAAAAh6puaNZ/v7NOLy7ersTocD1wxUh9a0SGQphWiyBAIAggIHxRbILAjfpoXanz/bQhPfWjKbkakkEQCAAAAOBwn28q1z2vrHI2EJmYm6r/vWy4eiXFuN0swGdCPGbVTMtkZmaquLjY7WYA8AMrt+9zRgR+vN4bBE4f2tMZETioV6LbTQMQxOjL+L8uqaFZFyicz+OtRX3sR43s5if1qW9q1e/fW68nP9+qmIgw/fsFg3T1KVnBMSrQT2oUtFo6vz7H6s/wLwGAX1petNcJAmdvKHM2YjJrfZgRgQN7EgQCACxkPoOvr5fi49nh0UbUx37UyG5+Up9lRXv1k5dXanN5rcb27aY/XDZC2alxCgp+UqOg5fF9fdhlGIBfMS/i1/1jkS5++HPN2VimbwzvpffvPFN/uWo0YSAAwF6trdLs2d5r2If62I8a2c3y+jQ0t+r/zVynSx/5XMV76/Xv5w/USzefGjxhoB/UKOi1+r4+jBAE4BeWbqvQnz4q0NyCcucDk2+OyNDtZ+cqLz3B7aYBAAAAsHiJobtfWanC0hoNz0xyRgXm8x4CIBAEYLclWyucqcEmCAwNkS4cmaEfnZ2r3B68iAMAAAA4ssaWVj3wUYEenbNJYaEhuue8Abr5zByFhzFREjAIBAFYadEWEwRu1GeFe5wg8OJRvXXb2bnqnxbvdtMAAOgYFnK3G/WxHzWym0X1MaMC73l1pTburtGw3t5RgQN6MqDAphrB/fqwyzAAqyzYvMf5JG/+Zm8QeNHI3vohQSAAP0Nfxv9RQwDwP2atQLPM0GOfekcF/ujsPN0yub8iGBWIIJXJLsMAbDd/0x5nROCCzRXOi/e3R2c6IwL7BdNCvwCAwGU+gy8vl1JT2d3RRtTHftTIbhbUZ+m2vfrpqyu1qazWGRX4v5cNZ9NBy2oEu+pDTA7ANWaA8ueF5br8r/N15eMLtHjrXl06JlOz7pqk/7t8BGEgACBwmF0DFyxgd0dbUR/7USO7uVif+qZW/fc7a3Xpo59re0W9fjptgN649TTCwC/jOWS3Vt/XhxGCAFwJAs3agGZEoAkBzYjAy8dm6odn5apvd0JAAAAAACe23NDPX1ulrXvqNLJPsv730uHKYwdh4IQQCALwaRBodgs2uwabIf3hoSG6YlwfJwjskxLrdvMAAAAA+IHqhmb9buZ6PbewSNERofrlBYN0w+n9nIEGAE4MgSAAnwSBnxaU608fbdTyon1OEHjl+D66dTJBIAAgiCQwasVq1Md+1MhuPqrPJ+tL9e9vfKFdlQ2akJOi310yXNksNXRieA7ZLcG39WGXYQBdxvx5mb2xzNk1eMX2fYoIC9FlY00Q2F+Z3QgCAQQu+jL+jxoCgF321DTqN2+v1Zsrdio+Klz/fv4gZ7ZRKKMCgaNil2EAPg8CP9lQ6gSBK4srFRkWqqsnZOmWybnqnRzjdvMAAPC9tjbJdMgzM6VQ9vWzDvWxHzWyWxfWx7y3eHPFDv36X2u1t65ZUwb20G8vHqpeSbyv+Fp4Dtmtzff1IRAE0Kkv1h+vL3XWCFy1Pwi89tS++sGk/sogCAQABHtHf+VKKSODN2I2oj72o0ZBWZ/tFXX6xZur9enGMqXGR+qh747SBcN6KSSEUYFfG88hu7X5vj78KwDQKUHgh2t361sPfabvPbVE60uqdf1p2fr0p2fp1xcOJQwEAHxtTzzxhPOG780333S+Ly0t1bRp05SXl6ehQ4fq008/PfCzHb0NAGCnltY2/W3uZp37x0+dMPCyMZn66K5J+sbwDMJAoJMwQhDASQWBH6zdrT/PKtCanVWKCg91gsBbJvdXemK0280DAPiprVu36vHHH9eECRMOHPv5z3/ufP/ee+9p8eLFuvjii7VlyxZFRER0+DYAgH1W76jUz19fpdU7qtQnJUb/7+LhmpiX6nazgIBDIAjga2tr8waBZmrwul3eIPDG0/vpB5Ny1IMgEABwEtra2nTTTTfpwQcf1N13333g+Msvv6zCwkLn63HjxikjI0Nz5szR1KlTO3ybT5kRLWlp3mvYh/rYjxoFfH1qG1v0xw836h+fbXFGAZplh+6YkqeYyLBObWrQ4jlktxDf1ye8M6d13HjjjXrjjTd00UUXOdMzrr32Wm3atElRUVF6+OGHdeaZZ3bWwwFwKQh8f02JEwSaacHREaH63sR+utkEgQkEgQCAk3f//ffr9NNP15gxYw4c27Nnj5qbm9WzZ88Dx7Kzs1VUVNTh205IS8vBr00HPSxMam01Q+QPHjfr/JjL0Y4feh9jxx5cF+jQ44a5b/MYXz4eHu69X3P/J3rcrENkLl9u+9GOn8w5Havt/nRO5pipj7k27Q2Ecwq0OpmfP7RGgXBOgVan8eM7fE6fbCjTL/+1Vjv2NWhEn2T9v4uHanCPODMn6eDvUaeTPyfzHGoPnALlnA497s/nZBz6N66zzqmrA8GvO60DgP8Fge+tKXGmBrcHgd8/o59mnNlfaQlRbjcPABAgVq9erddee82Vdf5MEGku7WoqK6WZMw/+QFaWNGKEaaR0aKCYny8NGCAtXiyVlR08bn7W/M68eVJ1tfdNwc6d0iWXSOnp0ocfHt5pnzxZiok5/DGN6dOl+npp9uzD34CY4+Xl0oIFB48nJHjvx+xSaBYmb2dGHJh+ekGBtHFj551TO3Pf5jH8+ZzMv7kNGw4u5h4I5xRodTI7bz7/vJSUdPDNs7+fUyDVyfyNS0yUJk36Wue0uzlEv/r7bL27J0RxoR79Ksejq68fr7DGhsPPlTqd/Dm1vw6Zx8zODoxzCqQ6LVx4+KYinXVOxxDiMYuAneS0jnPPPVe///3vnWkdd955pzNCMD4+3pme0f6J7Pjx43Xfffed0PSMzMxMFZv/qQBcDwLfXb1LD84q1Ibd1YqJCHN2Df7+mTlKjScIBICjoS/TMY888oh+/etfO7NLjJKSEiUmJupXv/qVfvKTnzgzT47Ut4yLi+vQbcet4datnTdawVy/9550wQWS+YDcH0YrBOIIjKMdb2jw1mfaNO/jBcI5BVqdzO+//fbBGgXCOQVSnUy73n/f+zfuy47Q9tY2j55ZXKw/fLBRNY0tmja4h/7rgkHqlRRtzzkFWp3aX4fOP1+KjAyMc/rycX8+p8ZGb5jX/jeuk84pMzv7qH3ScF9P6zihT2Rrak62WQBOgnmBfucLEwQWqKC0RrGRYc604Bln5Kg7QSAAoIvccsstzqXd5MmTD3zYvHDhQj366KO69957ndknO3bs0CQzEkXSZZdd1qHbjqs9dPhyh/tIjnb80Pto76wf7b6Pdtz8ztc5fuj0oxM5fjLn1NHjNp6Tuc1cH/r4/n5OJ3vcpnMyb6yPVKOjtd0fzulobfTXc2r/3eO03Wwa8u9vfKFVxZXqnRyjB64YqSmD0u08py+1/aSO23BO5usTrJPfnNPx2uhP5xR2kq9Dxzp+pB+VBdM67rrrLudy6CeyANwJAt9etVMPflyowtIaxUWGOTsGf/+MHKXERbrdPABAEDOzUa655hrl5eUpMjJSzz777IGlaDp6GwDAd6oamnX/Bxv19PytzqYhM87M0Z1T8xQbyV6ngBtO6pk3d+5cZ/1A08Fqn9YxY8YMZ1pHeHi48337KEHzc1lm/jMAK4PAf600QWCBNpXVOkHgD8/qr5sm5qgbQSAAwCWzD1nDJz09XR988MERf66jt/mUGVlg+sLs7mgn6mM/auS39TGrlP1r1S795u21Kqtu1OisZP32omEanJHoSlODFs8hu4X4vj4nvYbgoQ6d1nH99dc704Tbp2eYYyYUPJFPZFl3B/CNltY2vbVypx76uFCby2sVHxWu60/LdnYOJggEgI6jL+P/qCEAnLzNZTX6z3+u0bzCciXHRujfpg/UZWP6KDSUUApwuz/TZWNzmZ4B2B0E/nPFTj30SaG2lNcqISpct5+dqxsn9lNyLEEgAACdziwibnYWHDr06OsHwT3Ux37UyK/qU9fUor98UqjHP92iptY2fWdsH/1s+kCWIXITzyG7tfq+PuFuTOsA4F4Q+MbyHc6L89Y9dUqIDtcdU/J04+n9lBRLYA8AQJcxk3LMBntDhrjdEhwJ9bEfNfKL+ngGD9b768qc6cE79tVrYM8E/faioRqbneJ2C8FzyG4e39eH1TuBINBsgsBlO5wRgUUVdUqMDncW8L3BBIExBIEAAAAATs6Weum/nl6qTwv2ODOQ/uubg3XNhL4KDzvCTqsAXEcgCAR4EPj6smInCNxeUe8EgXedk6/rT89WYjRBIAAAAICT40wPnlWgx5eHqMmzR5eM7q2fTx+oHgnRbjcNwDEQCAIBqKmlTa8tK3amBhfvrXdGAd59Tr6uIwgEAMAdoaFSfr73GvahPvajRtYx+5O+88Uu/fc767SrskEDu0Xp15eO0vj+qW43DUfCc8huob6vD4EgEGBB4KtLvUGgWbPD7OR1z3kDdO2pfZVAEAgAgHtMB3/AALdbgaOhPvajRlbZUFKte99ao/mb9zizkH71rSG66pQspgfbjOeQ3UJ9Xx8CQSAANLa06pUlxXpk9iYnCOwWG6GfTjNBYLbio3iaAwBgxe6BixdL48axu6ONqI/9qJEVKuua9adZG/X0/G1q83h0xbg+zgCE7jHh0uJF1MdmPIfs1ur7+pAUAH4eBL68eLsenr3JGaafEhepn00b6IwIjCMIBADArt0Dy8q817AP9bEfNXJVa5tHLy4u0v99sFEVtU0a2SdZv75wiIZnJnt/oKWF+tiO55DdPL6vD4kB4Icamlv18pLtzohAEwR2j4vUv00fqKsnEAQCAAAA6DwLN+/Rr/61Vmt3VSktIUr/d9kIXTyqt0JDQ9xuGoCTQHIA+FkQ+OKiIj0yZ5N2VzUqNT5Svzh/kK6akKXYSJ7OAAAAADpH8d46/W7mer29apciw0L1g0n9ddvZuSxJBAQInsmAnwSBLywq0qMHgsAo/fKCQbrqlL6KiWT9BwAA/GKx8BEj2N3RVtTHftTIZ2obW5z3HY99ulmNLW2aOqiHfnnBYGWnxh39l6iP/aiR3UJ9Xx8CQcDyIPC5hd4gsKy60Rmi/x/fGKzvjs8iCAQAwJ+YDn5WltutwNFQH/tRoy7X1ubRG8t36H/eX+8MQshPj3fee5yRl3b8X6Y+9qNGdgv1fX0IBAEL1TeZIHCbHp2zWeU1jeqREKX/NEHgKVmKjiAIBADA75gF9+fNkyZOlMLpgluH+tiPGnWpxVsr9Ju312pVcaWzUeFvLxrq7CAcHnaCo5Woj/2okd1afF8f/hUAFqlratFzC4r01083qbymSemJUbr3m4N1xXiCQAAA/F51tdstwLFQH/tRo063bU+ts07gzNUliggL0U0T++lHU/KUFBPx9e+M+tiPGtmt2rf1IRAELAkCn5m/zVmnY09tk3omRuvXFw7R5WP7EAQCAAAA6FSVdc166JMCPfn5VjW3ejRtSE/9fPrAY68TCCCgEAgCLi/Y+/T8bXp87mZV1DapV1K0fnPhEF1GEAgAAACgkzW1tDlLE/15VoH21jVrWO8kZ7PCU3K6u900AD5GIAi4oMYJArfqb3O3OEFgRlK0s07HZWMzFRVOEAgAQMAJC5MmTPBewz7Ux37U6KR4PB5nWvD/vLdeW/fUOQMR/vidwbpwRG+Fhoac/ANQH/tRI7uF+b4+BIKAD1U3NB8YEbivrlm9k2N038XDdOmYTEWGs/07AAABKyRESjuBnTrhDupjP2rUYUu3Vei/31mnZUX7FB8VrnvOG6DvTezXuTOSqI/9qJHdQnxfHwJBwEdB4FOfb9Xjc7eosr5Zmd1i9LNpA/Xt0QSBAAAEze6BH34onXMOuzvaiPrYjxp9bZvKavS/723Qe2tKFB4aoutO7avbp+Spe3xU5z8Y9bEfNbJbi+/rw78CoAtVNTTryc+26u/zvEFgn5QY/fv5A3XJ6ExFhBEEAgAQdJ192Iv62I8anZDSqgb9aVaBXlq8Xa1tHp03JN0ZjJCTFt+1D0x97EeN7Nbi2/oQCAJdwIR/T3y2Rf+Yt0VVDS3KSonVL84fpItH9yYIBAAAANAls5Ie+3Szs055fXOrxmV308+nD9KYvt3cbhoACxEIAp2osq5Z/zBB4GdbVN3Qor7dY/Uf3xisi0YRBAIAAADofI0trXpuQZEe+qTQ2bAwt0e8MyJw6qAeCjHrkgHAERAIAp1gX12TMxrwic+2qrqxRf1S43TvN4fowpEZCicIBAAAZtfAyZPZ3dFW1Md+1OgrzHTgN5bv0B8/3Kgd++rVMzFav7vEu2Ghz9+DUB/7USO7hfm+PgSCwEnYW9vkrA/45OdbVdPYopzUOP36oiH65nCCQAAAcAgzSicmxnsN+1Af+1GjAzwejz5cu1v/+/4GFZTWKCkmwlmn/NpTszt35+Cvg/rYjxrZLcT39SEQBDrADMX/29zNzs7BtU2tykmL02/PHqpvjshQWCh/YAEAwBEWCp85U5o+nd0dbUR97EeNHJ8Vlut/3t+gldv3KSYiTLedlavvn5njhIKuoj72o0Z2a/F9ffhXAHwNe2oa9fjcLXp6/lbVNbWqf1qcbp+Sp28MJwgEAAAA0DWWbturP7y/QfM371FEWIiuO7Wvfnh2rnokRLvdNAB+ikAQOMEg8LG5m/XM/G1OEJjXI14/mpKnC4b1IggEAAAA0CXW7KzU/R9s1Kz1pTJvOy4bk+kMSOiTEut20wD4OQJB4BjKTRD4qTcIrG9uVX56vPMCfP7QXgolCAQAAADQBTburnY2C5m5usT5/oLhvfTjqfnODsIA0BlCPGZFUstkZmaquLjY7WYgiJVWN+ixOZv17MJtamhu08CeCfrR2XmaPrQnQSAA4Ljoy/i/LqmhWR+IdZvsRX3sFwQ12lRWowc+KtC/Vu2Ueac+dVC6fnxOnoZkJMl6QVAfv0eNgq4+mcfoz/AvAfhSEPjXOZv13P4gcFCvRN0xJVfnDiYIBAAAJ8G8s6+vl+Lj2eHRRtTHfgFeo63ltfrzxwV6c/kOtXmkSflpuuucfI3okyy/EOD1CQjUyG4e39eHQBAwQWBVgx6Zs0nPLyxSY0ubBpsgcGqezhmUThAIAABOXmurNHs2uzvaivrYL0BrZILABz8u1Jsrdqi1zaNTc7rr7nPzNTY7RX4lQOsTUKiR3Vp9Xx/+FSCo7TZB4OxNen5RkZpa2jQkI1F3Ts3X1EE9FMKnJgAAAAC6wLY93iDwjeXeIPC0/t11x5Q8nZLT3e2mAQgSBIIISrsq6/Xo7E16YfF2Jwgc1jvJeQGeQhAIAAAAoItsLqvRQ58U6p8rdh4YEWhmJk0gCATgYwSCCCo799U7IwJfMkFga5tGZCY5uwafPZAgEAAAdDGmaNmN+tjPj2tUsLvaCQL/tXKns0agGRFoNi08tX8ABYF+XJ+gQY3sFu7b+rDLMILCDicILNTLi4u9QWCfZN05NU+T89MIAgEAnY6+jP+jhgA6w9qdVfrLJ4V6d/UuZ8+AM/JSnQEJ4/xtjUAAfoldhhG0ivfW6eHZm/TKku1qbvVo5P4g0OzaRRAIAAB8xiQB5eVSaiq7O9qI+tjPz2q0vGivEwR+tK7U+X7ygDQnCByd1U0Byc/qE5Sokd08vq8PgSAC0vYKbxD46lJvEDg6ywSB+c4ncgSBAADAld0DFyxgd0dbUR/7+UGNzOS7BZsrnCBwXmG5c2zakJ764Vm5GpaZpIDmB/UJetTIbq2+rw//ChBwQaB5AX51abFa2jwa27ebs0jvxFyCQAAAAACdr63No4/Xl+rh2YVaVrRPoSHSxaN669bJ/ZWXnuB28wDgiAgEERCK9tTpoU8K9PqyHU4QOD47xQkCzWK9BIEAAAAAOltLa5v+tWqnHp29WRt2VysyLFRXjs/SDyblqG/3OLebBwDHRCAIv7a1vNbZreuN5TvUaoLAfinOGoGn5hAEAgAAyyQwUshq1Md+ltSovqlVryzdrsc+3azivfWKiwzTzWfm6MaJ/ZSeGK2gZUl9cAzUyG4Jvq0PuwzDL20xQeDHhXpzhTcInJCTojum5OvU/t3dbhoAAPRlAgA1BPBlFbVNenr+Vj31+VbtrWtWSlykbjgtW9eemq2k2Ai3mwcAX8EuwwgYm8tqDgSBbR45IwHN1OAJOQSBAADAYm1tkumQZ2ZKoaFutwZfRn3s52KNzDrlf5+3RS8t3q765lb1SYnRXefk69IxfRQTGebTtliL55D9qJHd2nxfHwJB+IXCUhMEFuitlTudIPD03O7OiEAzRRgAAASGhoYGXXHFFVq7dq1iYmLUo0cPPfLII8rNzVVpaamuvfZabdq0SVFRUXr44Yd15plnOr/X0dt83tFfuVLKyOCNmI2oj/1cqNHK7fv02NzNmvnFLuc9yJCMRP1gUn9NH9pT4WH8OzkMzyH7USO7tfm+PgSCsFphabUe/LjQCQLN5HazW7BZI3BsNkEgAACBaMaMGZo+fbqzFvBDDz2km266SbNnz9bPf/5zTZgwQe+9954WL16siy++WFu2bFFERESHbwOAo+0YbILARVsqnGNn5qdpxhk5zqAE1ikHECgIBGGlgt3V+vPHhXp7lTcIPCPPGwSO6UsQCABAoIqOjtb5559/4HsT5P3hD39wvn755ZdVWFjofD1u3DhlZGRozpw5mjp1aodvA4B2dU0tem3ZDj3x2RZtLqtVRFiILh2TqZvO6KeBPRPdbh4A2BcIdnRqB3AkG0pMEFigd7/Y5QSBk/LTnDUCR2d1c7tpAADAxx544AFdeOGF2rNnj5qbm9WzZ88Dt2VnZ6uoqKjDt52QlpaDX5tRQWFhUmurnE5KOzOtx1yOdrz9Pszt3bod+b4Nc9/mMb58PDzce7/m90/0uJl2ZC5fbvvRjnf0nI7Xdn86p/b6tD92IJxToNXJ/M6hNeqkcyqpatDTi4r13MIiVdY3KykmXLec2U/XT8hSekq8t91H+ltAnQ4/br7u3v3rtd32czr0eCCcU/vfufafCYRz+vJxfz6ntrbD/8Z11jl19QjBjkztAA61vqRKD84q1Dtf7HK+nzwgTXdMydMogkAAAILSfffd54zsmzVrlurr67v88e6//37n0q6mslKaOfPgD2RlSSNGSKtXS4cGivn50oAB0uLFUlnZwePmZ83vzJsnVVcfPL53r5SWJn344eGd9smTpZiYwx/TmD5dMuc/e/bhb0DM8fJyacGCg8cTErz3YxYlN+sQtTOPN2GCVFAgbdzY+edk7tvfz2n+fO85ffBB4JxTINbJtLu9Rid5TquqpX/sCtHb5SFq8Uj9ukXpJ73a9O0eTYpt3SStKqVOHTknE0qYtgTSOQVanXbtCrxzCoQ6LVvm7SO0/43rrHM6hhCP59Bo8uQtWbJEl156qbZu3ar4+HinI9f+qez48eOdzt3xpmgca1tkBJZ1u6r051kFmrm6xPn+7IE9dPuUPI3sk+x20wAA6DD6MifHTBN+8cUX9dFHHyk52dsniIuLc2adHKlf2dHbjlvDrVs7b7SC+eTfvDkYONB7P/4wWiEQR2Ac7XhTk7c+eXne7wPhnAKtTsa6dQdr1IFzag4J1Xurd+mJeVu1bPs+59ip/VL0vTNydPaANIV62nx7ToFUJ/N7mzZ5g41D78OfzynQ6tT+OmRqZO4/EM7py8f9+Zyam70BYvvfuE46p8zs7KP2ScPdmNpx3E9ka2o6u1mwzNqd3iDwvTXeIHDqIG8QODyTIBAAgGBm+oQvvPDCYWGgcdlll+nRRx/Vvffe68w82bFjhyZNmnRStx2X6eh/melwH8nRjrffh+mgb97sfSN2tPs+2nHTwf86x9vfRJzo8Y6e08kct+2czH201+fQx/fncwq0Oh36HPryYx/nnPbUNOrFxdv1zPxtzhThyPBQXT42U9ef1k+DMw5dH/BrtJ06HX7c1Mes12rCjEA5p+O10d/O6WReh2w9pxNpo7+cU0jIyb8OHev4kX5UFkztuOuuu5zLoZ/IIjCt3lHpBIEfrN3tfH/O4HRnavDQ3kluNw0AALjMfIJ99913KycnR2eddZZzzKxDvXDhQv3+97/XNddco7y8PEVGRurZZ589sAxNR28DENhWFe/TU59v079W7VRTS5vSE6N0z3kDdMW4PuoeH+V28wDAVeGdObXj9ddfdz7NjY2NdS7h4eEqKSk5MErQTCPOMnOgEZRB4J8+KtBH67xB4LmD050RgQSBAADg0A+Fj7aaTXp6uj44dO2wTrgNQOBpbGl1Nig0QeCK/dOCx2V307WnZmva0J6KCDvCiB0ACELhbk3tQHD4orhSD8zaqI/WlTrfnzfEGwQOySAIBAAAQcRMBTIfjJtr2If6+H2NtlfUOTsFv7xkuypqmxQdEeqMBLzm1L689/AFnkP2o0Z2C/F9fU56UxEztaNPnz7O1I4Es8vKIVM7du/e7UzRMDsLmykaZgfi9ukfx8JC3P5v5fZ9emBWgT5e7w0Cpw/t6QSBg3odukYHAACBib6M/6OGgP1a2zyas7FUzy4o0icbSp11+vt2j9VVp2Tp8rF9lBwb6XYTAcDa/ky4W1M7EJiWF+11gsDZG8qcYPuCYb30oym5GtiTIBAAAAQxs6vg6tXS0KFHX1Ac7qE+flWj0tpmZyTgC4u2a8e+eoWGmE0K03X1hL46IzdVoeYAfIvnkP2okd1afV+fTt9lGMFpmQkCPyrQnI3eIPAbw3s5IwLz072jRgEAAIKa+QC9qEgaMsTtluBIqI/12lrbNG9lkZ5f2aSP1peppc2jtIQo/ejsXF05PksZyTFuNzG48RyyHzWym8f39SEQxElZuq3C2SxkbkG5EwR+c0SGbj87V3kEgQAAAABOUmlVg15ZWqyXFhWpaK/ZEKRUZ+SlOtOCpwxKZ5MQAOggAkF0yOKtFc6IwHmF5c4Q/W+ZIHBKrnJ7EAQCAAAA6LiW1jZn5pGZEmzWBjRrBabGReqW3h5d+Z0zldWD5YgA4GQRCOJrWbSlwtk1+LPCPU4QePGo3rrt7Fz1T4t3u2kAAAD2Cg2V8vO917AP9bHC1vJavbJ0u15bukMlVQ3ODKRJ+Wm6YlyWpgxIVcTmTVIq7zusxHPIftTIbqG+rw+BIE7Igs17nBGB8zd7g8BL9geBOQSBAAAAx2c6+AMGuN0KHA31cU1dU4ve/aLE2STEDD4weifH6M6pebpsbB/n6wOokb14DtmPGtnNhfoQCOKY5m/a44wIXLC5QmGhIfr26EwnCOyXGud20wAAAPxr98DFi6Vx49jd0UbUx6c8Ho8T/r22rFjvrNql2qZWRYaHOssQXT62j07r3/2rOwVTI7tRH/tRI7u1+r4+BII44gu0CQL/NKvAeaE2QeBlYzL1w7NylU0QCAAA0LHdA8vKvNewD/Xxie0VdU4I+PqyHSqqqHOODeudpMvHZupbI3orKTbi6L9MjexGfexHjezm8X19CARxWBBo1gY0IwIXb93rBIHmxdkEgX27EwQCAAAA+HqqGpr17qpdemP5Di3cPyU4LSFKM87McWYfDejJpoQA4AYCQThB4NyCcj0wq0BLt+1VeGiIrhjXxwkC+6TEut08AAAAAH6k2ewSvKHMCQE/XLdbTS1tzpTgC4b10qVjMnVGXqrCw9jYAADcRCAY5EHgnI1lThC4vGifEwReOb6Pbp1MEAgAANDpi4WPGMHujraiPietrc2jZUV79c8VO/XOF7tUUdvkHD+lX4ouHtVb04f1UlLMMaYEHw81shv1sR81sluo7+tDIBikQeBsEwR+VKAV2/cpIixE3z0lS7dO7q/MbgSBAAAAnc508LOy3G4Fjob6dNiGkmq9uWKH3lqxUzv21TvHcnvE63sT++nCkRmd9/6CGtmN+tiPGtkt1Pf1IRAMsiDwkw2lThC4srjSCQKvnpClWybnqndyjNvNAwAACFwtLdK8edLEiVI4XXDrUJ+vZUt5rd5euVP/WrVTG3fXOMcykqJ186QcXTiitwb1SlBIyJd2CT5Z1Mhu1Md+1MhuLb6vD/8KgiQI/Hh9qTM1eFVxpSLDQnXNhL66ZXJ/ZRAEAgAA+EZ1tdstwLFQn2Mq3lund7/YpX+t3KUvdlQ6x7rFRjgzjS4ckaFx2SkKDe3kEPDLqJHdqI/9qJHdqn1bHwLBAA8CP1pXqj/PKnBetM1Cvted2lc/mNxfvZIIAgEAAAAc3faKOs1cvUvvfFGildv3OccSosKdjUG+OSJDp/Xvrgg2BwEAv0QgGKBB4AdrdztB4JqdVYoKD9X1p2XrB5P6q2dStNvNAwAAAGCpbXtqNXN1iWZ+sctZZsiIjwrXRSMzdP6wXpo0IE1R4WFuNxMAcJIIBANsZy8TBJqpwet2eYPAG0/vpx9MylGPRIJAAAAA14SFSRMmeK9hnyCujxlMUFBao5lflOi9NSXO+4hDQ8ALhmfojLxURUe4/P8miGv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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.散点图",
   "id": "24638686fed3b789"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 使用scatter方法绘制散点图：",
   "id": "e0d7cf7baf9e3165"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:22:09.169021Z",
     "start_time": "2025-02-25T06:22:09.104413Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' ) # label参数设置图例的名称\n",
    "# 调整x轴的刻度\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 ) # 步长为3, 显示3月份的日期\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font , loc='lower right' ) \n",
    "#显示网格线\n",
    "plt.grid(alpha=0.4)\n",
    "plt.show()"
   ],
   "id": "6f6a3643b4bf45d8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8.使用bar方法绘制条形图",
   "id": "da4dccef0a96fdc2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:28:43.043333Z",
     "start_time": "2025-02-25T06:28:42.988822Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(b)),b,width=0.3,color='r') # 绘制条形图，width设置条形的宽度\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形图的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\") # 加标注，ha参数设置水平居中\n",
    "plt.show()"
   ],
   "id": "47867ce803193067",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:29:52.735606Z",
     "start_time": "2025-02-25T06:29:52.731615Z"
    }
   },
   "cell_type": "code",
   "source": "list(zip(a,b))",
   "id": "988f71314594bc6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('流浪地球', 38.13),\n",
       " ('疯狂的外星人', 19.85),\n",
       " ('飞驰人生', 14.89),\n",
       " ('大黄蜂', 11.36),\n",
       " ('熊出没·原始时代', 6.47),\n",
       " ('新喜剧之王', 5.93)]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9.使用hist方法绘制直方图",
   "id": "68e5e36f3be8ff12"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T15:04:10.932860Z",
     "start_time": "2025-02-25T15:04:10.828302Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1）准备数据\n",
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance=2\n",
    "#计算组数\n",
    "num_bins=int((max(time)-min(time))/distance)\n",
    "print(num_bins)\n",
    "# 2）绘制直方图\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.hist(time,num_bins,rwidth=1) # num_bins是组数（也就是把总x轴样本个数划分为39组），rwidth参数设置直方图柱子的宽度比例\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()\n"
   ],
   "id": "94f28a42cd51956d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n",
      "39\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10.使用pie方法绘制饼图",
   "id": "9550f9b82ec06c59"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T15:16:40.499633Z",
     "start_time": "2025-02-25T15:16:40.387764Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值，突出就是对应的块距离其他块的空隙\n",
    "\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei'] # 用上这一句，之后设置中文标签就不需要每次都指定fontproperties了\n",
    "# labeldistance是标签距离饼图的距离，一般都要设置为大于1的数字，这样标签才不会跑到饼图里面\n",
    "# autopct是设置数字的格式化，shadow是饼的阴影，startangle是起始角度（默认为0，设置为90更美观），pctdistance是饼内字体距离圆心的距离\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend(loc=\"upper left\") # 设置图例，默认放到右上角\n",
    "plt.show()"
   ],
   "id": "66d62bb8150fea87",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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ktTGSyfLly1XNgDmZYcjIyFCzE5KCkOcyHWL+/Pno2rWr2npZdjb0CLLX7aBBwIMPsgycHGbRImDoUOD224H9+7UeDZFteWww0BYdXVUwZ84cdbUvux++8847akagpqYGiYmJaprf5ODBg41pACGrHJ599lmVvpCTvQQUEsSYH5KSGDduHJ588klVq+D2yVyZt73lFr4bkybkrUC6VkssKg0rGYuSu/D4vQkSEhJUnl9OrEKu2CX3b54auEmShh0g0/vNp/jN3SInN0ClLKRAULYqloLCkSNHqloFufKXosLDhw+rE39BQUHjY2WbZakfuPvuu+G2zp8Hfvc7wJhiIXKGLNWcOQ2TVH/6E/DsszLbqPWoiNrPo4MBmWqX/L6s2ZepffH888+rqn9ZVmhLixcvVgWDphUIMtswatQoNWtgIif9N954Q13lSyGjkG2HhaQd9u/fr2YIzLczlhSH1BO4JUnP/OMfqH/lFXjJagEiJ1NVBfzf/zV0M5QVwbIskcgVeXSaQKr65UQqRXtyIpaA4M0338S7776rPjcdUgfQ0TX9khaQgkRTLYKkC4qLiy2+bujQoSpdYF5LYDJz5kzcIHuzGklAkZWVpYoI3bKUe+BAtUKAgQA5O1lsJLsjSldDLmghV+TRMwPx8fHqxCxNhmbPnq16CsiVt6z3N58ZkCl6WX0gwYNciZtfmV9s1kH6EYyQMmRjwWJzplUEQooUJ06cqFYUyNJC89oBIfUG27Ztw3TZis1IlinK95HVEG6DKQFyYTJDsHgx8PrrwK9/DVhpRULklDw2GJCrapl2X7hwIb766isVAEh3v7fffrvxaz7//HMsW7YMa9aswWuvvYZvv/0Wjz32mDqxS13BxUiAIasLzDsbyonedBVvHijIKgF5Tsn7P/roo7jxxhsbn0e+TmYrZKWApBokgJHAYe/evWrsPXr0sBpouGQS9p//RP1LL3EmgFyaTPg9/jggZUcffdSwAoHIo4OB9nQFdBSpvJeZgIEDB6o1/3KSFTI9b1o9IMV5kkaQq3JZSij5+wdlOVs7yAn71ltvVTMQYsmSJarDodBJC13IFOP9FgHFlClT1AzA6tWrVWGh6bmkj4EEBdJO2eUdO4b6X/wCXhs3wnE9K4nsa+tW4LLLGgKDV18FwsO1HhFRy7zqO7huTk5k0vBGTpRSeEe2JakJCURak5pwud+R/Om99x7qpS5AKrHIIbZEjMbIkg1aD8OjJCU1bJlx661aj4TIOma0nFx0dHSHAgGndeoUDGPHAk8+yUCA3F5WFnDbbcDDDzdso0HkbBgMkMPV/+c/qOvfHz7cGo48zOefA7Kv2JYtWo+EqCkGA+Q42dnQjx8Pr8ceg3dlpdajIdLE8ePAmDGArFY2GLQeDVEDBgPkEPUrVkDfvz98V67UeihEmpOtRV56qaGLIZEzYDBA9lVXhxpp0TZhAnzN2igTeTpZQXzvvRf/muzybBRVFTlqSOTBGAyQ3dTn5qLqyivh//rrsmxF6+EQOY3ExIY+BBdrV1JXX4e7592NwR8PxqZzmxw5PPJAHh8MSDMg2R2wOdmvoKO7FVrz9NNPY9WqVe16rDQnMh+f7KvgrGqWL0dNnz4I2rhR66EQORUJAKTFiLG1SYteW/sa1pxZg7MlZ3HV/67CWxvesst7EpHw+GBAmvbINsLmnQKl2Y/sGigtiaU5UVlZmWr8I+S+iooK1fBHvtbaIY2LpHOgOfl6MXz4cNUwSF7UcsgJXgKESZMmNR4fyo4nzcjj+/fvr7okihdeeKHD+yXYRX09yv/4R/hefz0CCgu1Hg2R03nmGZU1u6iN5zbir2v+2vi5vk6PPyz/AybNnoT8Sue9CCDX5dHBwMmTJ/GSVPEASElJUfsPSHtf6UwoTXqkQ2BUVJTaVli6EQppAyxthv39/VUnQGuHNPaZPHlyk+8lj4mIiFCBQGZmpmokJDsRzps3D7t27VLbFcuOiXv27EFkZKTFWGfNmoXKyko1FvHiiy/iiy++wO7du+Es6isrUTp+PEL/9jd4S3thImqif/9qvPaa9fuqdFU4n31e1Qjcm3EvDPWWSw2WHFuCoR8PxZ7sPfYfLHkUb3tPhznqaKsTJ05gwoQJeOaZZ3DmzBk89NBD+Pvf/662Dl6wYAGWLl2KI0eO4IorrsDHH3+MQ7ItGaA2MioqKlInZrn6t3bIzIE8hzn5HrfffruaYZCuglOnTlVbGsushOyKmJ6erq78s7Oz1UZF5kpLS9XJ/5VXXmncwKhLly5qRkEen5OTA61VnzqFsgEDEN7OFAiRuwsK0uObb+QiwvI+mSH8IuMLvPivF3HjpzfiTMmZFp/nXOk5XPHfK7Dw8EL7Dpg8isfODMgswLRp0/DJJ5+oXf9kf4LnnnsOPXv2VCmD++67T205fPz4cfxPKn3MdhqUK/egoCA1A2DtkCt+mQkwJ7MCixYtwlzjbnzy/UaPHt34nEI2MpLtlGNjY5s8Vk76skeCjMncn//8Z7Xx0dixY9VMhlaKf/wRhiFDEH7ypGZjIHJ20o64Rw/rVy6rtqzC6q2rcdT7KLYUXbojUUVtBW77+jZVR0BkCx4bDMh0/pgxY9QWxnLyl49yPPDAA3jkkUcaP//Tn/7UmO83kc+lLsAaifCb1wtIHYGkFX71q1+p1MTRo0fV7IKkEsyfZ/ny5apmwNx7772HjIwMNTshz21emyDmz5+Prl27qhkL2dnQkaTmIfOddxA8cSKCS0oc+r2JXMltt+kwdar1tuInz53E3O/nQh+ixzb/ba1+TlltIHUEUxdORY2hxoajJU/kscFAWzSv4J05c6aaAZBtjJsfso/AqFGjmnz9nDlz1NW+7H74zjvvqBmBmpoaJCYmqml+k4MHDzamAYSscnj22WdV+kJO9tbqFGSWYty4cXjyySdVsaOjGPR6nJ46FUnPPgv/ZsESEf2kU6dqTJtmfYOwisoKfLngS+QW5WJj8EbUou2vpf/t/h/GfzmehYXkvLsWtieX317t/b9ISEhQJ3A5sQq5YpeTunkR30033dSkwl9WF8jXycnZchwNqwQk9dBat9xyi0oByEoDKRCUYENWMwj52cqVv8w2HD58WJ34C8ya90hhoxQl3n333Q7btVBXUoK8yZORyr0FXBJ3LXQcH586bNoEjBhhed0l7xPTF07HNz9+g7MpZ7GzdmeHvle3yG749p5v0S++X4eehzyTG26H13oy1S5r9WXNfkxMjLpNKvrlhCnLClsiBX9ytMXixYtVwaC3t3fjG4HMIMisgYmc9N944w11lS+FjEJO4ELqEPbv369mCMx3MZQUh9QTOErJ+fMov+46pBoLKomoZX/5ix4jRlheNIgte7bgh3U/oDahtsOBgDhVfAqj/zsac26fgxt73tjh5yPP4tFpAqnqlxOpFO3JiVgCgjfffBPvvvuu+tx0yIm/o2v6JS0gBYmmWgRJFxQXF1t83dChQ1W6wFpNgswY3HDDDY2fS0CRlZWliggdIXvvXlSOGYMUBgJElzRmjA7/93/WA4Gs3CzMXjwbVd5VWAnb7ddRWl2KybMn44OtH9jsOckzeHQwEB8fr07MUtT32muvqRy+VOY/9dRTjSdtOaTQT1YfSAGfnKRbk1mRIkNJJZiY0hDmTKsITF8/ceJE9f1laaF57YCQeoNt27ap4kYTWaYosxttSUm014kVK4DrrkPSmZaXPBFRg8jIWsybJ3VF1i8MZiyagbNZZ7Ercheq6psWHHeU9Cf4zdLf4M31b9r0ecm9eWwwICf0ffv24dVXX8WgQYNUsZ5095PmPyaff/65KvBbuXKlOkl/++23KoUgU/3WigfND6knGDJkSONzyUlblg7KVbwcv/71rxvbC8tHCRYk7z9jxgx89913jY+TWgFJWUg/hIULF6oARgKHHTt24P3331dNkqwFGrYiHRf3zJ6N8DvuQKIT9DMgcnZeXvWYMcMbCQnW71+ydgk279mM/OR8nNaftts4nl/xPF5a1dBUjUjTmgFnbqMtlffSaXDgwIFqzb+cZIX5lb8U50kaQa7KpWNgXFycmkWQnL2c8C91EpXDRE7Yt956K2bPnq0+X7JkiepwaCrwE/fff7/Fc0yZMkXNAKxevboxuJDnkqJBCQqknbI9Vwxs/89/0POPf0S0A1cqELmyRx+twcSJTWf2TPYf3Y+FyxfCEGXARr399+14ee3LqNJX4a0J7EdAGq4mINvUNUggYl406IjfUW1NDbb+4x/o//LLiGjWN4FcG1cT2E/fvjrs3h1otctgUUkR/vbp33D0/FGsjlmN4jrLmiF7+X8j/h/eu/G9S17EkOfy2DSBq4iOju5QINAeNTodNr35Jgb+9a8MBIhaKTBQjwULAlpsNzznuzk4evIojsQdcWggID7Y9gF+9e2vVKMiImsYDFATuooKrH3zTQx64w2EGdMXRHRp771Xj549rV95S6vh1VtWoyK5Aof02qzG+XzX57j/m/vVDohEzTEYoEaVpaVY8eabGPL225wRIGqDW2/V4eGHrRfynjp3CnOXzkVNSA1WG1ZDS7P2zcJd8+5i+2KyXzDQwdIDsqPW/G7KCgvx41tvYcS//oWYigqHjIvIHSQnt9xuuLKqUnUZzC7Kxubgze1qN2xr8w/Nx21f3YZag/ZjITcKBkzL2mRLX3JOsq65eV+D5oHAD3//Oy774APEl5Y6eHRErt1ueP58P1hrSCpBeMYPGdh9aDfOJ51HtiEbzuK7Y9/hoUUP8SKOGnW4Ms20pa+09DW1zWXFqvOQ5YmyNFF+L9YKEStKSrDsX//C5R9/jCQrHRGJqGV//rMel19uvcvg1r1b8f2671ETX4MdtTvgbGbsnYH44Hi8c/07Wg+FnIBNytSlc58wBQTkXKRJknRQbB6kVZWXY9mHH2LIRx8htbBQs/ERuaLRo3V48UXr6YHsvGzM+naWaje8ymsV4KQX4P/Y/A8khibi2Sue1Xoo5A7BgJxkkpKSGrvjkXORboimDZJMqisrsezTT9Hjww+Rlpen2diIXLXdcEbGpdsN707ejUq9c6dQ/7D8D0gITcADgx7QeiikIZsuYJeUQUt5aXIetdXV+PG//0XMf/6DAefPaz0cIpdrN/zll94wTohaWLpuKTbt3oSC5AK7thu2lXrU45eLfonY4Fjc1PMmrYdDGuHSQg8jnQVX/O9/wBdfYMzRo1oPh8jlPPJINSZPtn7Rc+DYASxYvgB1kXXYoHedLo/Se+COuXdgy/ktWg+FNMJgwIPIXgNrZs5EwcyZuHH3bq2HQ+Ry0tN1+Pe/rdcJFJcWq/RASWUJVvuvRh1cq9tfZW0lJs6aiMP5h7UeCmmAwYCHkCVEm775Bie++gq3b90KH7NNlIiode2GFy4MgL+/9VU7c5bMweGTh3Ek3vHthm2loKoA18+4HpmlmVoPhRyMwYCH2LtyJXbOmYO7tmxBYHW11sMhcjn/+lc9evVqod3wltVYtXkVKpIqcFB/EK7sbMlZTJkzBTo925F7EgYDHuD4jh1YM306btm0CZHsJUDUZjffrMMjj1hvN3z6/Gl8/f3XqA2q1bzdsK3szNqJRxc/qvUwyIEYDLi5rBMnsPy//8Xl27ahc1aW1sMhcsl2w19+2XK74S8XfIncwlxsCtnkFO2GbWXanmn4cNuHWg+DHITBgBsrzc/Hss8+Q8yePbjsoGtPXRJp1W44I8MP4eHW63C++fEb1W74XNI5p2o3bCtPff8UNp3bpPUwyAEYDLgpaSr04+efo3znTkzZsQNsEE3Udn/6kx4jR1p/m9y2bxuWrl2q2g1vr90Od1RbV4ufzf0ZcspztB4K2RmDATdkMBiwetYsHN24EXfu3YsAHQuBiNpq1KgqvPSS9X0HcvJzMHvxbFR6VTa0G3ZjF8ouqB4E0ouA3BeDATe0+8cfsXvZMkw5fRpx2e43dUmeStr6FjjkO0VESLvhIKvthqXl+sxFM3E68zR2R+5GZb1ztxu2hXVn1+H3P/xe62GQHTEYcDNnDx7EhrlzMSgvD/327tV6OOS28gF0k1p6s9v2AxgBIAqAbHzT2t155gHoIqV6AGab3f4qgFgAPxo/l/vK4ah2w0lJ1u+X1MDG3RtVu+FT+lPwFP/e+m/M3DtT62GQnTAYcCOlBQVYOW0agi9cwPiNG7UeDrl1IDCpWSAgvSsmAxgGQPLnUrD6v1Y8lwQQPwfwIoAfZFNgAEeM930G4FMAnxg/P2sMGuzr4YerMWWK9XbDB48fVO2G9RF6l2o3bCuPLH4Ee7L3aD0MsgMGA25CX1uL1dOnI+vwYdy6ezf8amq0HhK5rbsB3NvstqUASmRTXADdAbwO4PNWPJec8MfJKRjAAAC/ATDd7P5BAGR7bQluR8HeevfW4f33W243PH3hdBRXFmOt/1qXazdsq5bFd867U30k98JgwE1s/+47HFy/Hjfk5SGGdQJkV3K1/ttmt8nV4kgAwcbPBxpnBy5FHneN2eeXAdhh/LekGaSKPdw4a3A97CkgwIAFC1puN/zV0q9Uu+Gj8UdRVFcET3W04CieX/681sMgG2Mw4AZO7Nql9h1Iq6/HoC3cdYzsTWoFmittdrtU3slU+6VOms0fJyf+C8Z/TwQw1hgsSO2AfRfI/vOfdUhPt/491mxdg5WbVqIyqRIH9Afg6d7f+j5Wnlqp9TDIhhgMuLii7Gys+vJL1FdV4bp16+DNDYhIE75ybd3sNplur2zj48wfI93v8uS63Jgu6AvAPhXtkyfr8NhjF2k3vNS92g13VD3qMXXhVJRWSzBH7oDBgIvXCayaMQO5Z87ghnPnEJknb5xEWog2nrjNlQHwb+Pjmj8mzDi78C2AXwJYYPMVBUlJ1Zg+veV2w1InkF2Yjc0hm1ED1uKYb2gkHQrJPTAYcPGdCI9u2YJB/v5IZ3qANCVLCs3b1p4yrjCIbuPjdgFIaVaYeIOxiHCI8T7b5eu9veswb54fIiKstxuWlQO7Du5CZlImsgzc26O5L3Z/gW+PSKBGro7BgIvKOX0am+bPR0RQEMb+8AO861u7ppvIHq4y5v+/MH4uqwmuNdYNCNkt02DlcbcDmANgn/GK/9/NCgU3GwsTIwEcA5Bt/LdtvPBCLUaPtv42uH3fdixZswS18bXYVrvNZt/THZcbFlQ6phkU2Q+DARdUW12NtbNmqY2Irjl8GKHclpg052tcJvgbY7HfQgBvmt0fZTzhNye1AE8CGG686pfg4XGzfgY9jP+WXgR/NQYdkjrouMsv1+Gvf21e5/BTu+FZi2ehEu7fbrijssuz8dh3j2k9DLLBK5hczM4ffsDxnTvRLzQUPbe75wYp5Aqaz0ZNkbUtxqWBcjUfc5GvNfea8WSfaVw9YKoZkKDiQeO/h5qtMui48PBazJ8fCG9v6+2GZ307C6cyT2Ff8j5U6Cts9n3d1dyDczF732zcM+AerYdC7cSZARdz4dgxbFm4EGFRURi9YgXTA+RkEo1LAs0DgdaQlQITWlFwaBvTpnkjWbofW/H9uu+xYecGFCUX4aT+pEPG4w5+s/Q33N3QhTEYcCHVVVVYO3s2KktKMDw7G7GZciVFRG3xy1/qcMst1tsNHzpxCN/8+A0MkQas1693+NhcWWFVIf6w/A9aD4PaicGAC9m2eDFO7t6NrikpGLJihdbDIXI5PXvq8MEH1pcRlpSVYPqC6SiqLPLYdsMd9eWeL7HlPFc2uSIGAy4i++RJ7Pz+e0TEx2P4unUIqKrSekhELsXf34CFCwMQENBCu+ElX+HQyUM4nnAchXWylJHa04zoiaVPqGWZ5FoYDLgAg16PjfPno6KkBD1qatB9l6zFJqK2thvu08d6u+G129Y2tBtOrMT+WtlJkdpr24Vtqv8AuRYGAy7g8KZNOL5tGxK7dMGIpUvt3KGdyP1MnFiFxx+33m74TOYZtQlRTWANVtex3bAt/HHFH1Gik10syVUwGHBy5cXF2LxgAXz8/dH32DFEc0dCojZJTKzGzJlBVu+r0lVhxqIZyCnIwZbQLWw3bCO5Fbn4y+q/aD0MagMGA05u+5IlyDl5EknJyRiwmlctRG1tNzx3ru9F2w3vOLBDtRu+YLBdHwMC3t/2Pg7mtWYba3IGDAacvKfAnh9/RFRSEvrs3IngMtnEhYha649/rMWYMdaXEe7Yv6Oh3XBcLbbWbnX42Nydvk6PJ7+X7pLkChgMOPGOhBsyMlBVVobY0FD0Xc81z0RtMWKEDi+/bL3dcG5Brmo3XFFfwXbDdrT85HJ8c+gbrYdBrcBgwImLBk/u3ImEtDT03bgRATqd1kMichlhYbX45puW2w3P/Hamaje8N2qvCgjIfn6/7PeoMbAWw9kxGHBCuooK1WDI198fkXo9enN7YqI2+eILL6SY74Rs5of1PzS0G04qwgm97KVA9nSq+BS+2MWlhs6OwYATOrBuHbJOnEBcly4YsGYNfPV6rYdE5DKmTtXh9tut78F2+MThhnbD4Ww37Eivr38dtYZarYdBF8FgwAmXEu5YuhTB4eGIKi1F2u7dWg+JyGX06KHDhx9epN3wwukoqijC2oC1MMDg8PF5qrMlZ9mIyMkxGHAye1euRP65c4jp1An9166Fdx37oxO1pd1wYKD1dsNfL/kaB08cZLthjby+jrMDzozBgBMpysnB7h9/RFhMDMLKytBlP9uiErXW3/9eh759rffnXLd9HVZsXoGqxCrsq93n8LERcKbkDP63+39aD4NawGDAiexetgzF2dkNfQU2beKsAFEr3XijDk88Yb3d8NkLZ9UmRDUBNVhVx2WEWmLtgPNiMOAk8s6exb7VqxGZmIggnY6bERG1Unx8DWbNCmyx3bDUCWQVZLHdsBM4XXwa0/ZM03oYZAWDASch2xOXFxWpLYp7bdkC31pGz0Stazfsg8hI6+2GFy5fqNoNZyVlsd2wE9UOSHdCci4MBpxA3rlzOLx5M6KTk1UQ0GvbNq2HROQSnnuuFlddZb3d8M4DO/Hdmu+gj9NjSy17dThT34Fpuzk74GwYDDiBA2vWoKK4WBUO9ti5EwFVVVoPicjpDR+uw2uvWW83nFeYh1nfst2ws3pt3WucHXAyDAY0Vpybq5oMSXpACgbTN23SekhETi80tOV2w3q9HjMXzcSJ8yewL2ofyuvLtRgiXWJ2YP6h+VoPg8wwGNDYwfXrUZKbq4KBzgcPIqS0VOshETm9//7XC506XbzdcElyCY7rjzt6aNRK/97yb62HQGYYDGiooqQE+1auRGh0NLy9vdFz+3ath0Tk9B58UIc77rDebvjIySOYv2w+9OF6rNOvc/jYqPU2nNuAXVlcNeUsGAxovDNhwYULiEpORnheHuLPntV6SEROLS1Nh//8x/oywtLyUny58EvVbnhdwDq2G3YB/97K2QFnwWBAI9WVlarbYFBYGHx8fNBjxw6th0Tk+u2Gjx/EifgTKKgr0GKI1EZz9s9BfmW+1sMgBgPaObZtm2o0JHsQeOv16LZnj9ZDInJqb71Vh/79rbcbXr9jPVZsWgFdog579XsdPjZqH51eh893fq71MIjBgDbkKka6Dfr4+cHXzw9dDhxAgE6n9bCInNb11+vw5JPW2w2fyzqn2g1XB1RjVT2XEbqaT3d+qhpEkbYYDGjgwtGjuHDsGKKTktTnTBEQtSwurgazZ1uvE9BV61S74Qt5F7A1dCuq66sdPj7qmBNFJ7D85HKth+HxGAxo4MiWLaipqlL1AhG5uYg7d07rIRE5bbvhr7/2QVRUC+2GVyzEjv07kJ2cjUxDphZDJBv4eMfHWg/B4zEYcLDy4mIc2bwZYbGx6nPOChC17JlnanH11dbbDe86uAvfrf4OtbG1bDfs4hYdWYSc8hyth+HRGAw42IkdOxqbDHnV1aHzgQNaD4nIKQ0dqsPrr7fcbnjmtzNRUVeB1d6rUQ/mnF1ZbV0tvtj9hdbD8GgMBhzIYDCo1sN+AQFqOWHCqVMIqqjQelhETtlueMGCQPj4WG83PHvxbJw6f0q1Gy6rL9NiiGRjs/fP1noIHo3BgANlHjmCLCkcTE5Wn3NWgMi6zz7zQmqq9ft+3PAj1u1Yh+LEYhzTH3P00MhO9ubsxZH8I1oPw2MxGHCgo1I4qNMhMDQUXgYDUg8d0npIRE7nvvt0uOuultsNZyzLgCHMgLWGtQ4fG9nX1we+1noIHovBgINUlpaqYCDcWDiYdOIEewsQNdOtWzU++cT6MsKy8jLMWDQDheWFbDfspr4+yGBAKwwGHOTsgQMozc9HeFyc+lwaDRHRT/z8pN2wP4KCWmg3vPRr7D+2HycTTiK/ji1s3dH+3P04nH9Y62F4JAYDDnJi505ZNA0fX1/VfjjlCHNjRObefNOAAQOstxuWLYmXb1yu2g3vqWXrbnfGVIE2GAw4QHlREU7v3duYIkg+dgz+1eyURmQyYYIOTz/tb/W+89nnMee7OagJqGG7YQ/AYEAbDAYclCIoKyhAWEyM+rwzCweJGsXG1mDOnIu0G14wHRfy2W7YUxzIO4CDeQe1HobHYTDgAMd37IC3j4/qLSCNhpKOH9d6SEROwcurXrUbjo623m540cpF2L5/O3KScnDecF6LIZIGODvgeAwG7EyKBs/s39/Yfjjm/HkEVFVpPSwip/D739dg3Djr7YZ3H9qNxasWQx+rx+bazQ4fG2ln7sG5Wg/B4zAYcECKQGoGwoyXPlIvQETA4ME6/O1v1tsN5xfmY+aimSg3lGOV9yq2G/YwkiZgqsCxGAzY2bHt21V6QNIEIpkpAiKEhOixcGHL7YZnLZ6FE+dO4ED0AbYb9lDLTizTeggehcGAHZUVFiLz8OHGFEFgeTmisrO1HhaR5j79FOjc2fp9soRQ2g2XJpfiqP6oo4dGTmLlqZVaD8GjMBiwowvHjqkti0ONm7EnnjwJ66uoiTzHz3+uwz33WG83fPTUUcz7YV5Du2E92w17sjVn1sBQxy6TjsJgwI7OHz4sJdGq0ZCpBTGRJ+vatRqfftpyu+Hpi6ajoKxAtRvWQ+/w8ZHzKK0uxbYL27QehsdgMGAntTU1OLV7N4IjIxtvSzh5UtMxEWndbnjBAuvthmUZ4dzv5+LAsQM4nXia7YZJWXFyhdZD8BgMBuwk9/RplOTmNq4iCMvPR3B5udbDItLMG28YMGhQC+2GdxjbDSfosLt2t8PHRs5p5WnWDTgKgwE7yT5xQm1X7G+8DIo9z4Yp5LnGj6/C739/kXbDS+ag2q+a7YapiY3nNkKn5+6ujsBgwE6k0ZCvvz+8vBquhGLPndN6SESatRv+6qugFtsNz1g4AxdyL2Bb2Dbo6vnGTz+RQGDD2Q1aD8MjMBiwg4qSEmQdP964ikDEcWaAPLTd8Jw5PjBuy2FRJ/Dtqm+xbd82ZCdl45yBATNZWnGKdQOOwGDADrJPnlRLCkOMwYBvdTXC8/K0HhaRwz39dA3Gj7febnjP4T1YvHIx9DF6bNaz3TBZx34DjsFgwA7yz51DncEAXz+/xnoB73q2UyXPMmiQDm++ab3dcEFRgWo3XGYow2rf1Ww3TC3afmG7WmZI9sVgwA4uHD2q6gVMWC9AniY4WI8FCwJgbLFhtd3w8bPHcTD6IErr+EZPLTPUG7Aza6fWw3B7DAZsrLqqSqUJgsPDG29jvQB5mk8+kQZD1pcRrti0Auu2N7QbPqI/4vCxkevZnc3lpvbGYMDGCjIzUVlS8lMwUF+vti0m8hR3363Dz39uvd3wsdPHVLthfZie7Yap1RgM2B+DATvUC5j3FwgpLoZ/dbXWwyJyiC5dqvH559bbDZdXlGP6wukoKC3A+oD1bDdMrbYre5fWQ3B7DAZsLOfUKXh5ezf2F4jMzdV6SEQO4evb0G44OLjldsP7ju5T7Ybz6ri6hlrvUN4h1BhqtB6GW2MwYEN1dXVqy+LA0NDG2yK4pJA8xGuvGTB4sPU6gY07N+LHDT+iJrEGu2p5lUdtU1tXiwO5B7QehltjMGBDJXl5KJE9CCIiGm+L4MwAeYBx43R47jnr7YYzczIx+7vZqt3wynquGaf2Yd2AfTEYsKGC8+dRVVaGoLCwxts4M0DuLiamBl9/bb1OoLqmGjMWNbQb3h62ne2Gqd1YN2BfDAZsSHYplNyoj09DxzWvujqE53MrVnLvdsOzZ/sgNtb6/d+u/BZb925FTlIOzhrOOnp45EY4M2BfDAZsqDArq7FwUIQWFcFXz4ppcl9PPlmDCRNabjcsew8Yog3YpN/k8LGRe9mTs0ddbJF9MBiwodzTpxFgVkrNFAG5swEDdHj77Yu3Gy6vLccq31VsN0wdJi2JTxWf0noYbovBgA07D0oBYUBISONtLB4kd243vHCh9XbDBoNBFQxKu+EDMQfYbphsusSQ7IPBgA3rBXQVFQg0mxmQNAGRO/roI6Bbt5bbDa/dvhaliWw3TLZ1toR1J/bCYMBGZFagprIS/mbBQHApr4jI/dx5pw4PPGC93fDxM8dVcyF9iB5rDGscPjZybwwG7IfBgC1XEsgP1PunHymDAXI3nTtX47//vXi74fzSfGwI3MB2w2RzZ0rOaD0Et8VgwIYrCbzNVhKI4JISzcZDZK92w2ZlMY2kyls2INp3ZB/OJJxBbh3rZcj2ODNgPwwGbCTv7NkmKQK/qir41dZqOiYiW3rlFQOGDLFeJ7Bp1yYsW78M1YnV2KVncxiyDwYD9sNgwAakerq8sBB+gT9Nn4YwRUBu5OqrdXj+eevthi/kXMCc7+ZA56vDqvpVDh8beY4LZRegr2P6yR4YDNhAVWkpamQmIOCnNddMEZC7iI6+eLvh6Yum41zOOewI34Gq+iqHj488h6HegMzSTK2H4ZYYDNhAZWkpaqurmwYDnBkgN2o3HBdn/f7FqxardsN5yXlsN0wOwVSBfTAYsIGKkpKGYMAsTcBggNzBb35Tg+uus95ueO/hvWrvAWk3vLF2o8PHRp6JwYB9MBiwUZqgrq6ucYMiEVBZqemYiDqqf38d/vEP6+2GC4sL1W6EZbVlWO27mu2GyWEYDNgHgwEbzQw0r7H2q67WaDREHRcUpMeCBRdvN3zszDEcjDmIkjrWx5DjnC89r/UQ3BKDARuoKC62uC7y13HfdnLtdsPdu1tfRrhy80qs2boG5UnlOKw/7PCxkWcrqWbwaQ8MBmzUfdDXv+myK84MkKv62c90ePBB6+2GT5w9gblL50Ifqsdqw2qHj42orKZM6yG4JQYDNlBWUNBkJYHw48wAuaDU1Gp88YX1ZYQVlRWq3XBeaR42Bm1ku2HSRHlNudZDcEsMBjpI2rBWlZXBp1lylTMD5Gp8feswf74fQkNbbjcsKwjOJp5FjiFHiyESoayaMwP2wGCggwx6PfS1tRbBAGsGyNX89a96DB9u/S1h8+7N+GH9D6hJqMHO2p0OHxuRCWcG7IPBQAfV6HQqIPA2W1aI+nr41tRoOSyiNrnqqir88Y/W2w1n5WZh9uLZqPapxkqsdPjYiMyxZsA+GAx0kL66GnUGQ5OZAUkRWK/DJnI+UVE1mDs3CM023VRqampUPwHVbjiC7YZJe0wT2AeDAVvNDJgFA94Gg6ZjImpLu+FZs3wQH2/9/u/WfIcte7YgPykfZ/TcS560xzSBfTAY6CBpQyzBgPnMgFc9u7GRa3j88RrccIP1dsP7juzDwhULoY/WY6Oe7YbJeTYrqqrlDJWtMRjooFqdDnXNggGpGSByVgZDnfrYr58O//yn9XbDRSVFmPHtDJTqSlW74To0PIbIGXB2wPYYDNhoZsC8gJD1AuTswYCp3bCfn7X7Dapg8Oipozgcf5jthsnpsIjQ9hgM2CAYkMorL/PqK84MkBMLCPDFBx8APXpYD1tXbVmF1VtXq3bDh2oPOXx8RJeir2PDK1uz3nOUWk2asTTHmgFyZkMMh3DZ/dbvO3nuJOZ+39BueI1hjaOHRtQqft5WprSoQzgzYIdggMiZ+ZUVAatWWW03/OWCL1FQVIC9wXtRi1pNxkd0KX4+DAZsjcFAR9XXW9YIMEAgZ5eRYRHUZizLUO2Ge3btiUTfRM2GRnQpnBmwPQYDNtD81M8CQnJ633wD1P20QkB6Cfyw7gekJKYgwD8Affz7aDo8oovhzIDtMRjoILmian7yN5i3JiZyRrm5wLp1TdoNSxFsTGSMui3FNwUR3hEaD5LIOs4M2B6DAVto1sdV72+9xzuRU8nI+KndcPY5pKWmNbk73S9ds6ERXQxnBmyPwYANZgaaFxFKMMCqAXJ68+ejrLwUx84cQ3xMPLy9m74d9PXvq9nQiC7G15sL4WyNwUBHSZqg+Q4vXl7QW+vmQuRMMjMRc/Q40rulq46DzaX6piLUK1SToRFdDIMB22Mw0FHWtnqT2YEA621eiZzKvHkY2m8o9AY96swKCoUEuen+TBWQc2G9gH0wGOggX5kBsLKUkHUD5BIyMtCnex9EhkWiqNRydoCpAnI2rBewDwYDHeQr9QFW6gZqGQzYhPxUz2s9CHd2+jTiz5xH7269kVeYZ3F3F98uCPYK1mRoRNYE+HDW1R4YDNggGJBNippPsda6WZrgt8b+CaajxyVuvxRpdCsr2WMB/MPs9mkAoowfxY9yvrLx/ws15TV/Pob1H4aa2hqLv2NvL2/09u+t2djcSpUxsq1ycDTtZvtMxQbLuwbZGoMBWwUDBoNbpwm2A/hOtrY1HrsucfvFyPXnFAD3ANgEYKZsjmO8730AXxs/ig0Axtjp/4nMUgVpDamCkjLLM0dfP6YKOuwAgHcBLDJGv/K5WALgL2bHv1r5fKeNL5I3AWw0u303gL8ZP4oTAIrhVhJCE7QegltiSWYH+QUEWA0GqoPdZ2pVb3zvugpAaCtuvxQ5+ScDeNE4m/BnAJ8DGAegEMDVxo/nAHSyw/8PNXPkCJLyCtGjcw/sP7YfUREyN/OTbn7dEOgVCF29TrMhujSdMWKeCiDRGDEvA9APwAUA98rSjTZcnlUAmA1gFIABUgQKIEl+UQC2ArgDwAoAg40vInlhuZH4kHith+CWODNgp5mBqrAwuIt9AOqM7y1BAG4AcPYit1/KHuP7k2kdxmUAdhj/LT+1YwDCje93MntA9ueVkaFSBboanUX9i4+XD3r59dJsbC6v2vjiMG33kGRMFRiM02RdjC8gOVqTXdxrfKGMBRBj/LjTeJ88b1fjxxLjC8nNJIRwZsAeGAx0kJ8pGNDr3TYYOAhAssbTje9DMp30yEVuv5RS40WMSbjxAgnGk/9AALcb30O5yt1BMjLQt0dfhIeGW00VcK+CDogw/lHDGABslvaO0hLamNP/D4BXjS+k1kzp5xhP+KZoOkV6Shv/LdnJAmNQIdF6f7gdzgzYB4OBDvINCICPr6/FzEClGwUDPzfWBsisZE8AHxoL+ya3cLuc7C/Gt9kFUKD8vIz//oPxvayn8XmHA7jbymZQZGP79qFTWRW6pXRDflG+xd09/HrAX51pqN2yAfwdwHEANxpnBeTK/jYAjxnfjb9txfNIlGyeyZEXU5nx35I2+MhYnStvSe5Vx6xwZsA+GAzYaGbA4MZpgubijemBrFbe3ly08X3QRN7H/JtdSO2XVLZxBlQKsA/ZcPzU8qqCEQNHoFJXaZEq8PXyRU9/CdGo3eQcdr/xBbDIOFvwa2O9gAQFEwGcNNYYXOpd26dZdF1r/PcYY0QdYyy4+RjAXPeKpllAaB8MBmxQMxAQHAx9TU2T2yvD3SdZ9yyAWWafbzL+4XzWwu2mWqiWjDB+rcku40ynyQHj7GahscYqzThbQA5IFXTvi7DgMJRVmC41f8JUQQd5GStnbzVGt82XGIYYT9rll3ieILOpNNNMgU+zqbZc44umq3GqzrKFhMtimsA+GAx0kLRsDY+Jgb5aXpE/0YWGoq6FVsWuZhCAPxkLlKUI+lEAD1zkdtM6ilKzCxZzU4xLBpcb738LwPVm9883zpxGGi+Uzhn/TXa2fTs619ajc3Jnqw2Ievr1hC8XILXdaeMLxERO3F7GZhtSbGNy3nj7pa4jko0vCvP0g/lEpAQC8cZgI86YUnBkbwM7Y5rAPhgM2EB4bCxqmwUD9d7eqA6RUN/13QfgLmNR3z3Gwuj3L3K7yUDjiqrmpGXIPwHcZJw5PWIMKoTemCaQhqM3A5hjTHvKDAHZn/c33+CygZehorLCIlXg7+WvageojWKMy2WkwKbEGD13N64qWGmMeKWOYLExwjblzCRd0DT72KC3MRg4YbxfImvzX4vMOvQxzhAUGaNy+bebYJrAPhjm20BYTIxF5zZTEWFQ+aXm/FzDG8ajtbfjEp0DHzXOBhwGcKXZqgFfY1dD0dn4HkkObkB0+zSEBIeogCA0JNQiVXC4Vn5r1Gpy1X4ngO+NMwQ9jKkCuVaQCZivjJdlEj2PN3vcR8YIu3l2JsT44plpDBzkRH+L8T5T0aCPMWiYZqxRkBkCNxDoG4jwAPdJwbplMKDX67F9+3aMHDmyye25ubmIi4uz3Oa3g55++mlMmTIF48a1vaOGFPv5+Pg0jk/2cY+NbX+Ly6CwsMZVPuYqIiMRk3WpcjrP1a3ZEkNyAps2oZt3AFKTUpGZk2kRDEi/AR/4wGD1kpVaJDMB/8/K7dcaD2uevkThjQQV+cao2bRqQN7WTG/Bklt7Em4lNfxSFUmkeZrgo48+wl133YULFy40BgdytXzttdfiL3/5C8rLy1FWVoa8vI5VstTWNmShhw8fjt/+9reNmwTJCV4ChEmTJjUeH374odXH9+/fH2vXrlWfv/DCC3j55Zc7NCYJBmRCtfm0almMzA8SuZD6evgsWoQRA0ZYLSIM9A5Emp+UdJLmpBagp3suH2xJzxjbrWiRc9TmzdL0oSm5QGz+Xm4Lcn5atcrUeL1tzFeryfjy8y2X/zpFMHDy5Em89NJL6t8pKSno3LkzevTogddffx2nTp3Cl19+iaioKFx++eW46ippXtt+oaGhiIiIUIFAZmYmwsPDERwcjHnz5mHXrl1qZuL555/Hnj17EBlpWXY2a9YsVFZWqrGIF198EV988QV27zY1825fMGCtC2EpgwFy4VUFQQFBqKiS3rdNcVUBaaVXtO06YXryBaxdgoETJ05gwoQJeOaZZ3DmzBk89NBD+Pvf/44DBw5gwYIFWLp0KY4cOYIrrrgCH3/8MQ4d6tiKcfket99+u/oFFRYWYurUqXj88cfVLzUsLAzp6enqB5ednY3rrruuyWNLS0vVyf+VV15BgHFXwS5duqhfiDw+J0dae7VdcHi46jfQvIiQMwPkktauRfegcKQkpFhdVdDbrze8WXtMLjwz0N4L2KqqKqv1YUJO7iUlJaioqHD6C1hrOvyKlh/itGnT8MknnyA5ORkrVqzAc889h549e6qI67777kOvXr1w/Phx/O9//+vwgOWHumjRIsydK500oL7f6NGj1b9NdQDr16/HsGHDLOoA5KSfmpqqxmTuz3/+Mzp16oSxY8eqP4T2zAzIhkXNg4HSDtQhEGnGYIDv4sUNqYJyy1RBsHcwuvhKQ30ix+oV0/GZgY5cwEZFRanzjNTANT98fX3Vyfy9995z+gtYuwQDfn5+GDNmDE6fPq1O/vJRjgceeACPPPJI4+d/+tOfGqdLJILS6XQWXfuskShMvtY0jePv749f/epXKrI7evQoioqKMHnyZFSbnYiXL1+uplzMyS8oIyND/XLl+8pzmQ4xf/58dO3aFQMGDMA//ykL31ovOCJCNR6qqWq6mLcmKAhVbrK8kDxMRgb69eyHAP8AVOksF6kzVUCuGgx05AI2MzNTXf1L+qD5ISduyeXLDICzX8Ba49C5PlNRxuzZsxEUFKQiKWsRlvkhPyz5WjFnzhz1w/r000/xzjvvqB9oTU0NEhMTVZRkcvDgwcYoSkiRyLPPPquiPznZS0AhQYz5IRGdrEx48sknVa6oLWQ1QnRKikUwIEri3GRND3mWlSvRIzwWSfFJyCvKsxoMeFldQ0NkH6H+oTZZTdCeC1iTmJgYNc0vU//ND7nKl/slBWDirBewdl1amJCQoE7u8oMW8j8sJ3PzyOqmm6TNDNRJfMaMGY0n5YsFD3Kyl0NIdNQ8QjJ3yy0Ni20l4pP8ypAhQ1QxiORkZKpHfnD33nsvDh8+rE78BQU/NbmVvJBMv9x9t2yL03axnTrh2LZtVoOBxNMXW3FP5IRqa+H//fcY3n845n0/r6FBjplQ71Ck+qbirL41m1YTdVzfuL42X6J+KfUdXFUgF7BPPPFE4wyAXMQKuYA1r0WQC1hJXTS/gH3//ffVyb4lf/vb39SMQlsvYO0WDEikItMjsuRBIiMhBRGBgYGqKrO5tLQ0dbTH4sWLVb5FrsZNv6xRo0apH7qJnPTfeOMNdZUveSDRrVvDinaJ2vbv369+wBK8mEiEKNMx7RUhvRSs3F4Szz7a5KIyMtD/rVexcMVC6Kp1CAwItJgdYDBAjtIvzrZ9SNtyAdteznwBa5dgQIoi5EQqEYqQ/IncJrkS8x+s/I9ItCP5jvaSWQLJ58i0ipCKzM8+ky1zmho6dKiKtmQqxjxlIGbOnIkbbpDWXmgMKLKyslQOpiNdCE01DqZARRQlJrb7OYk0tWwZev33cyTEJKhtjTslNn199PHrgx/wg2bDI8/SP162L7ONtl7AdoSzXsDapWYgPj5e5VgkJ/Laa6+pKRApbHjqqaca8y9ySJ5Eijc6wlpawTQFIyTHM3HiRPX9pTKzeSAg9Qbbtm1TuSETqfKUPw4pJunIzIAUEVZXmm8n1hAMGMzGR+QydDoE/LhcrSooKpUm901F+EQgxcd8v0ki1wgGzC9g5UQcExODN998E++++6763HRIHUBH1/SbLmBN50FJFRQXF1/0ArY5e1zA2nxmQAYlUcvChQvx1Vdf4eqrr1bNEd5+++3Gr/n888+xbNkyrFmzRgULHSEnbam8NP0QZN3niBEjGlcpSLAg0yaPPvoobrzxxsbHydfJL1sKLSRSkwBGAoe9e/eqscsa04vVL1xKRHw8AkJCUF1RgaDQn1q41vn6qoAgNjOzQ//fRJqlCl7+PyxetRjVNdVqdUHzVEFmFf+2yf4GxLecO2/vBazM5EpB++uvv66uvOX8ZT4zIFP0cgErwYNciZtfmV/sHGV+XmrtBayc1y52ATt9+nSbXsDaPBiQwgX5QQ4cOFAtmZAfspDoxlR8IbkNicLkf0oqMTtCfrC33nqr+gWKJUuWqAYRwrQE8f7772/yGPmFyz4G8gNcvXq1ysuYnkuWgcgvQ7pRdYR/YCCiEhKQdVK2IGuqICWFwQC5pqVL0fuTjxEXE6dSBdKIqHkwsLyqIWVHZC9dIrogKaxZFasDL2C//fZbPPbYY+qccakiRjnfyOoC886GzngBa/NgQKZRTCdmc+ZLHWT9phy2YGrbaF7gYSry+PHHH60+RnI18kuXQKR5ZLdhg+z/aRvxXbvijDHf0zwYIHJJMtO1eg2G9h2K71Z/ZxEMRPtEI9EnEdmGbM2GSO7vis5X2Oy52nMB261bNzz44INudQHbnFe9PXZk8FB7VqzAkg8/ROf+/ZtEj6GFhZjSrCsVkcu4915sf/5pvPXZW+jZpafF1cjaqrVYVdW+DViIWuODmz7A4yMehycpLCy0egFrL2wwbkMxKSlW2xKXR0dDZ2ycRORyFi9Geqc0xEU3pAqaYzdCsrcrUm03M+AqoqOjHRYICAYDNhTTqZPap6CqzLKfeyFTBeSqSksRunETBvcZjMKSQou743ziEOvNfTjIPsL8wzAgwXbFg2QdgwEbklUEEhBUlpZa3JfPYIBcWUYGBvYeCOmsZWqHao6zA2QvIzuNhLcXT1X2xp+wjXXq3dvqHgW5XbtqMh4im1i4EH269ERMZAzyiy1TBX39+2oyLHJ/npgi0AKDARuTmQHU11v0tM5PTUWtv79m4yLqEClm2r4Tg3oPQmGxZaog0TcRUd5RmgyN3JstVxJQyxgM2JhsWBQYEgJdRUWT2+t8fJDbhXvAkwubNw+D0gehrr7O6vbjTBWQrfl4+ag0AdkfgwEbi0pKQkhEBKqs1A1kt3NzJiKnsGAB+nTrjeiIaBQU/7RhiglTBWRrAxMGqq2Lyf4YDNiYr58fEnv2RGVJicV9Wd27azImIpvIyUHUvgMY0GsACoosg4Fkn2SEe3eswyiROdYLOA6DATtITU+HobbWom6gNC4OFR1sx0ykqYwMtcTQUG+wSBVIoy3ZyZDIVm7o8dPmPGRfDAbsILF7d/hb2cFQMFVALm3+fPTplo6o8CirOxkyVUC2EuwXjPFp47UehsdgMGAHcZ07qy2Ny4ss3ywZDJBLO38escdPok9aH+QV5lncneqbilAv5nip4yakTUCgb6DWw/AYDAbsVDfQZcAAq3UD2d27o+4Su14RObV58zCk7xDVfEg2VGmeKkj3T9dsaOQ+pvSeovUQPAqDATtJ6d0b9XV1Fm+W1cHByOvcWbNxEXVYRgb69uiLyPBIq6kCLjGkjpKOg5N6/bQ7LdkfgwE7SereHcEREVZnB872ZV6VXNipU4g/m4ne3Xpb3bioq29XBHsFazI0cg+XpVyG+JCGrYXJMRgM2ElkQoLaxdBa3cC5Pn2YKiCX5jV/Pob2G4qamhqLVTNyVdfbv7dmYyPXN6UXUwSOxmDATiR32m3QIFQ360QodGFhqj0xkUunCrr3RURYBIpLiy3u5hJD6gjWCzgegwE7Su7ZEz6+vqitrra4j6kCcmmHDyMprxDdO3dHXpHlqoI0vzQEeAVoMjRybWlRaegX30/rYXgcBgN2lNyrl0oXlOZZvlme69sXTSdXiVwvVTC8/3DoqnUWqQLpKd/bj6kCarvJvSZrPQSPxGDAjgKCgtBj+HCUF1tOo1aFhSGPqQJyg1UF4aHhKC233IuDqwqoPZgi0AaDATuTfgM+Pj5WUwUyO0DksvbuRadyHbqldLPagKiHXw/4g9t2U+ulhKXg6q5Xaz0Mj8RgwM46pacjIj4epfmWS7DO9OvHVQXk8qmCEQNHoFJXaZEq8PXyRU//npqNjVzPA4MeUKtRyPH4U3dUqsDKEkNZVXChJ98syYVlZKjWxKHBoSirKLO4m6sKqC2mDp6q9RA8FoMBB+g6YAC8JVVQU2Nx34mhQzUZE5FNbNuGLgYvdE7qbDVVIDMDvvDVZGjkWsZ0HoOeMbw40gqDAQelCiLj4lBmJVUgMwOVYWGajIvIFry/+QaXDbwMFVUVFqkCfy9/dPfrrtnYyHVwVkBbDAYcICA4GN2HDUNZYaHFffXe3jg1aJAm4yKy5aqCkKAQVFRaNtniqgK6lBC/ENzZ706th+HRGAw4SNqQIaoBUU1VlcV9J4YMYc8Bcl0bN6KbTyA6JXay2oBI+g34wEeToZFruKPfHQj159bXWmIw4CCpffsivksXFGVnW9xXHh2NnK5dNRkXUYfV18Nn0SKMGDDCahFhoHcguvl102Ro5BoeGvyQ1kPweAwGHMTP3x/9rroKurIyi7yqYCEhubR589CvRz8EBQSp2oHmmCqglvSI7oEru1yp9TA8HoMBB+o+dChCoqKs1g7IToa6oCBNxkXUYWvXontwBJLjk5FfaFkom+6XDi+wpwZZ+sWgX2g9BGIw4FjRSUlqJ8PinByL++p8fXF8+HBNxkXUYQYDfBcvVqsKrLUmDvYORldfpsKoKV9vXzw4+EGth0EMBhwvfdQodX1krT3xkcsvh96Xa7LJRWVkoF/PfgjwD0CVzrJQlqkCak5WEHQK76T1MIjBgDZ7FcR06mR1dqA6JASnBw7UZFxEHbZiBXqExyIpLsnqqgIJBpgqIHPPjX5O6yGQEYMBB/MPDETfMWNQUVxstZDw0KhRXGZIrqm2Fv4//IDhA4ajpLTE4u5Q71Ck+nKnTmpwXffrMCiRPVacBYMBDfQcPhwhEREot1JIWBYbi8ze3AeeXHtVgZ+fH3TVOou7mSogE84KOBcGAxqITU1VmxcVZmVZvf/Q6NEOHxORTSxbhl5xyUiISUB+keWqAm5cRGJY0jCMTxuv9TDIDIMBDXh5eWHA1VfDPyAAVWWWTVryOndGficW1ZAL0ukQuHyFakBUXFpscXeETwSSfZI1GRo5j2dHP6v1EKgZBgMa6dSnDzr364eCzEyr90vtAJErryrw8fFBjZWdOpkq8GxpUWn4Wd+faT0MaobBgEa8vb0xcPx4VURYo9NZbUJUlJCgydiIOmTJEvRO7Iz4mHirqwr6+vfVZFjkHH438nfw8eZeFc6GwYDGmxcl9eiBgvPnLe/08sLeceO0GBZRx1RUIHjtOgzpMwRFJUUWd0f7RCPBh4GuJ4oNjsVDQ7gPgTNiMKAh2a9g0PjxamZAX1trcb+sKshPSdFkbEQdMm8eBvYeqGbAaq38bTNV4Jl+M+I3CPJj23VnxGBAY70uuwyxKSkoamFlwZ5rrnH4mIg6bPFipHdKQ1x0HPKLLVcVMFXgeaKDovHby3+r9TCoBQwGNBYUGooB11yjmhDVGQwW9+ekpSG7G7d/JRdTUoLQTZsxKH0QCost+2nE+cQh1jtWk6GRNl4Y8wKigqK0Hga1gMGAE+h/1VWISUlpcWUBZwfIJWVkqGBAOhDr9XqLu5kq8BxdI7viN5f9Ruth0EUwGHACoVFRGHrDDWp2wGDlTbOgUydk9uqlydiI2m3hQvTp0hMxETEoKC6wuJupAs/x6rhXEeAboPUw6CIYDDiJflddhfguXZB/7pzV+/eMG8c9C8i1FBQgfPtODEwfaDUYSPRNRJQ3p43d3dCkobh3wL1aD4MugcGAkwgOC8OwG2+ErrwceiuNWooTE3Fy8GBNxkbUoVRB70Goq6+DwUpNDFMF7u+ta99SXVfJuTEYcCKym6H0HchrYXZg97XXoiYw0OHjImq3b75B37R0REdEW50dYDDg3q7vfj33IHARDAacSEBwsJodqNXpUFtdbXF/dUgI9l59tSZjI2qXnBxE7T+I/j37o6DIMhhI8UlBuHe4JkMj+/L28sZbE97SehjUSgwGnEz6qFFI6dULeWfOWL3/2IgRKIqPd/i4iNotIwOD+wyGoc5gkSqQ6WPuZOie7h94PwYmDNR6GNRKDAacjF9AAIZPnKjeNKsrKy3ur/f2xo4bb9RkbETtMn8++qb1QVREFIpKLdsTM1XgfgJ9A/HqNa9qPQxqAwYDTtqVsPuQIcg5eVJtZNRcbteuON2/vyZjI2qzc+cQe/wk0tPSkV9k2Y2ws29nhHiFaDI0so/nr3gencK5DbsrYTDghHx8fTHy1lsRGBqK0nzLN0+xa8IE1Pr7O3xsRO2SkYGhfYeqfQrq6uosUgXp/umaDY1sq29cX/zxyj9qPQxqIwYDTkrqBgZecw2KLlyw2qa4Kjwc+6+6SpOxEbVZRgb69uiLyPBIq6kCNiByn6LBzyZ/Bn8fXqi4GgYDTkqulqR2ILZzZ+SdPWv1aw6PGoXCxESHj42ozU6eRPy5C+jVtZfVVEFX364I8uJudq7useGPYVTqKK2HQe3AYMCJhcfE4PIpU1QhYU1VldViws0334w6b/4ayfl5zZ+PYf2HoaamxqIWRq4oe/v11mxs1HGdwjrhjfFvaD0MaieeRZxc3yuvRNeBA5F96pTV+6Uz4cErrnD4uIjabN489OneB+Fh4SguK7a4m6kC1/bRpI8QFhCm9TConRgMODk/f3+Mvu02+AcGoqzQcitYsX/sWBTHxTl8bERtcvgwkvOL0T21O/IK8yzuTvNLQ4AXN7NxRXf0vQOTek3SehjUAQwGXEBq377oP3as2sTIWn/3Oh8fbLr1VqYLyCVSBSMGjICuWmeRKvDx8kEvP+7O6WqiAqLw/k3vaz0M6iCePVykmHDkLbcgoVs35LaQLihKSsKBK690+NiI2iQjoyFVEBKO0vJSi7vZgMj1vHP9O4gPYVdUV8dgwIWKCa/42c/UMsOKkhKrXyNLDQuSkhw+NqJW27MHqZU16Napm9VUQQ+/HvCDnyZDo7a7pus1mDpkqtbDIBtgMOBCeo8cqQoKc0+ftmjcYlpdIOkCvR/fTMm5UwXDBwxHpa7SIlXg5+WHnv49NRsbtS09MO3WaVoPg2yEwYAL8fb2VrMD8Z07t5guKI2Lw7abbnL42Ihabd489O3eF6HBoSirKLO4mxsXOT8veOHL275ky2E3wmDAxUTGx+OKO++EQa9vMV1wavBgnBw0yOFjI2qVbdvQxeCFzkmdrTYg6uXfC77w1WRo1DpPjHiCqwfcDIMBF93mWFYXSLrA2uoCsW3iRC43JKflvWABLht4Gcoryy1SBf5e/uju112zsdHF9Y/pj79f/3eth0E2xmDARdMFY+68E4nduyPnxAmrX2Pw88P6O+5g/QA59V4FIUEhqKissLibqwqcU7BPMBbeuxB+PnxfcTcMBlxUWHQ0rrr7bnj7+KAkN9fq17B+gJzWxo3o5huElIQU5BVZriqQ1sTefHtyOh9P/Bhp0WlaD4PsgK82F9Zj2DBcNnkyinJyUG1l7wLB+gFySnV18Fm0SKUKrBURBnoHqo6E5Dx+nv5z3DfkPq2HQXbCYMDFmxFdfvPN6H3ZZcg6dszqcsPG+oF4NgUh51xVEBQQhMqqSou7uarAeXQP647Pb/9c62GQHTEYcHF+AQEY98ADiOvc+aL1A2vuuQe64GCHj4+oRWvWoHtwBJLjk602IEr3T1dL2EhbAd4BWHz/YgT4ct8Id8ZgwA1EJyXh6p//HF7e3i3WD1RERmLtXXfB4OPj8PERWWUwwG/JEpUqKCm3XCYb7B2MLr5dNBka/eTjmz5Gely61sMgO2Mw4CZ6DB+OEZMmXbR+IL9zZ2ydPNnhYyO61KqCAP8AVOks/265rbG2nhj0BB4c9qDWwyAHYDDgZpsZXap+4NSgQThwxRUOHx+RVStWoGdkPJLikqyuKpBUAWljbMJY/Ovmf2k9DHIQBgNuWD8Q36ULso4etWjmYrJn/HicS+ebLDmBmhr4f/89hvcfjpJSy1RBmHcYUn1TNRmaJ+sS0AWLf7FYXWSQZ2Aw4Ib1AxN++UsEhoYi7+xZ61/k5YWNt96KwsRERw+PyFJGBvr37A8/Pz/oqnUWd7MBkWOFeYVh6QNLERoYqvVQyIEYDLihLv374+r77oO+uholeZZTr8Lg74+1d9+NyrAwh4+PqIkffkCvuGQkxCRY3auASwwdx7/eHzMmzkCfZP7MPQ2DATclexdID4KSnBxUlVk2dRGVERFYef/90AUFOXx8RI10OgSuWIlh/YehuLTY4u5In0gk+yRrMjRP4lXvhTdHvokpw6ZoPRTSAIMBNyW5vlG33Yb+V1+NnJMnUVtd3WLL4tX33Ydaf3+Hj5GoUUYGBvQaAB8fH9TU1FjczVSB/T3e43E8ef2TWg+DNMJgwI35+vnhmgcfRNrQobhw5AjqWtjhsDA5WTUl0vty21jSyJIl6J3UBXHRcVZTBVxiaF8TYybi3bvfZcGgB2Mw4OaCw8Jw3cMPIz4tDRcussIgt2tXtcthnTf/JEgD5eUIXrMWQ/sORWFJocXd0T7RSPBJ0GRo7m5k0Eh89dBX8OXFgEfjO7+HrDC47pe/RGh0NLKPH28xILjQqxc233wzrN9L5JhUgWzRXVtba3E3UwW2N8R3CBY9vAghwSFaD4U0xmDAQ6T26aNmCPyCgpB7+nSLX3d64EBs57bHpIVvv0Wf1O6IjYpFfjFXFdhbP69+mP/gfJWaIWIw4GFbHl87dar6d/65cy1+3bERI7DjuuscODIiACUlCN28BYP7DEZhsWWqIN43HrHesZoMzd30rOuJmXfORNdOXbUeCjkJBgMepu8VV2Dc/fejVqdDUVZWi193ZNQobL3pJqYMyLEyMjCw90D1T71eb3E3UwUd1622Gz6b9BkGpQ/SeijkRBgMeKBB48fjyrvvRkVJSYtNicTxESNUDUEdK4zJURYuRJ+uvRATGYOC4gKLuxkMdEyX2i54/7r3ceXwK7UeCjkZBgMeSJYPDZ84EaNvu01teVxWaDkla3Jq8GBsvO02rjIgx8jPR8SOXRjQe4DVYCDJNwmR3pGaDM3Vpdam4r3x7+HGK2/kEkKywHd4DyUV26Nuvx2XTZ6MwsxMlBdbdn4zOdu/P9bdcQcMPj4OHSN5qIwMDE4frHbeNFjpjcHZgbbrVNsJ/x73b0y6ehIDAbKKwYAHk25vV91zD0ZMmoTC8+cvOkOQmZ6u9jJgYyKyu2++Qd+0dERHRludHWADorZJrUnFP8f+EzdfczMDAWoRgwEPJ10KpaBQ9jGQgsLSfMslXSZZPXpg9c9/jprAQIeOkTxMdjaiDhxCvx79rAYDKT4pCPcO12RorqaXrhfeHfsubr/2dgYCdFEMBgg+vr646t57Mfr221VBYXFubotfK50Klz30EMojmbclO8rIwJC+Q1SaQNIF5uSklu6XrtnQXMWgikF4bexruOXaWxgI0CUxGKDGlMGYO+/EmDvuQHlhIYqys1v8Wtnc6IeHH0Z+SopDx0geJCMDfdLSERURZbU9MVMFLfOBD0aWj8QL417AbdfdpuqDiC6FfyXUSN40ZHZg7L33oqq0FIUXLrT4tdUhIVjx4IM424fFXGQH584h7sRppKelW924qLNvZ4R4sYVucwEIwJjSMXhy7JP42fU/YyBArca/FGpCphNlhYHUEVRXVqpOhS3tZWDw81ObGx0aNcrh4yQPkJGhNi6SfQqspgr8mSowF1IfgmtKr8Fj1zyGO268g4EAtQn/WsiCvNEOveEG1bq4vq7uopsbwcsLu667TnUrZHMisnmqoHsfRIZHorjUcukrlxj+JLIuEjdU3YDf3vxb3HnTnSrtR9QWDAaoxYBAOhVO/M1vEBIZiXMHD1pd823erXDNvfeiOijIoeMkN3biBBIys9Gray/kFVl2yuzm2w1BXvx7i6+Nx82Gm/H7u3+PG666gcWC1C4MBuiSmxtNefppJKal4dyBA6itrr7o0sOljzyCguRkh46R3JfX/PkY2m8oampqLGanvL280duvNzxZj6oeuCPgDjzzwDMYNYTpOmo/BgN0Sck9euDm3/0O3YcORebhw6gqL2/xaysjI/Hj1Kk4NnSoQ8dIbmrePPTt0RfhYeEoLmOqwMQf/ris5DL8LO5n+P0vfo/+vfprPSRycQwGqFWiEhIw+cknMfCaa5Bz6tRFuxXW+fpi2+TJ2HTzzexYSB1z6BCSC0rQPbU78gotUwXd/bojwCsAniTGKwZXFlyJSd0n4akHn0K31G5aD4ncAIMBarXgsDBc/+tfY/Stt6oNjgoyM1suLDRucrTs4YdRFh3t0HGS+6UKhvcfDl21zuLvzcfLB738esFT9PbqjdG5ozFxyET89oHfIiE2QeshkZtgMEBt4ufvr7oVjv/FL1BnMCDzyJGLFhYWJyTg+1/9CufSuQyM2ikjoyFVEBKO0vJSj0wVeMMbow2jMaBgAKZcNQWP3fsYIsIitB4WuREGA9Rmsn552A034Jbf/Q6xqamqsFB6ErSkNjAQ6+66C1smTUKtv79Dx0puYPdupFbVomunrlZTBT38esAPfnBXYV5hGFc2Dr1qeuGBmx/AL277BQIDuD8I2RaDAWq3Lv374/bnnkP66NHIOnFC7WtwMSeGDcOSRx9Fbmqqw8ZI7sErIwMjBoxApa7SIlXg5+WHnn494Y66eHfBlblXYlDsIDz1i6cw+ZrJ8GUdDtkBgwHqkIi4OEx+4glcddddqCwpQdbx4xbd4sxVREVh+dSp2DV+PAxsjEJtbEAUGhyK8opyt08VyEzHGIzB0JyhGDtoLJ57+DkMSh+k9bDIjXnVX6wCjKiV5M/o6NatWD19OgqzspDcqxf8Ai5e5R2ZnY1R33yDqIvskkikeHmh7tQp/Hn+pzibdRZpqWlN7q6ur8bbRW/DgJbrV1xFqm8qhpYORYg+BJPGTcKtE25lWoDsjjMDZBPS9az35Zfjtj/8Ad0GDVKFhZdKGxQnJuKHRx7BwdGj2cqYLq6+Ht4LFuCygZepmYHm1zCyvFCWGboyX/hivP94jMgegZTgFPy/n/8/3D3xbgYC5BAMBsim4lJTccvvf4/RP/sZdGVlDasN9PoWv77Oxwe7J0zAjw89hKIELpOiS6cKgoOCUVFV4VbbGstswM99f46w82EY0GsAnv3lsxg9dDRbC5PDME1AdiF/Vqf27MHa2bNx4ehRxHbujNCoqIs+xquuDumbNmHAmjXwra112FjJRXh7w3DuHP5v1r+RlZeFbp2aNtvR1enwdvHbqEPLNSvOOBswLnAcEgsTUVNdg/GjxqvZgLDQMK2HRh6GwQDZVXlxMTbMm4d9K1fCy9sbCd26wfsShYMhxcUYvmQJUo4dc9g4yUV8+CEy0uIxa/EsdQXd3IyyGThRewKuMhtwrde1KM4sRkpiCm6/7nZcOfxK7jhImmAwQHYnf2JHNm/G+q+/Ru7p00hIS0NQ2KWvfFKOHMGw779HaLFlT3ryUOPH4/DH7+OVD19BSkKKShmY26HbgcWVi+HMAr0CMTZwLOIL4lGtq8YVw67AnTfeicS4RK2HRh6MwQA5jBQUrpszBwfXr4dvQADiu3S55CyBt16PfuvXo8+GDfC9SO0BeQhfX9SeO4cXpr2D/KJ8dEnp0uTuiroKvFP8DurhfG9rXvDC8IDhGF4/HNnns5GckIyfXf8zzgaQU2AwQA4lrYsPrV+PTd98g9wzZ1QHw7BW7F0QVFqKAatXI233bnjzT9azff45vkoMwddLvsaA3papgmml03BafxrOJM03DROCJqAqpwo6nU5tNyy1AZwNIGfBYIA0UVpQgC0LFmDf6tXQ19So1MGl+hKI8Lw8DF6xAp2OHHHIOMkJ3XQTDrz7Fl796FV0TuqMoMCgJndv1W3F0sqlcAYx3jGYEDwBKbUpOHnupJoNkNqAq0ZcxdkAcioMBkgz8qd3eu9ebMzIwNkDBxASGYnolBS198GlxJ09i8HLlyPu3DmHjJWciL8/as6fx/OfvYGSshKkJjVtb11WV4Z/FP8DWpK+B1IXMMxvGDKzM1Glq8LoIaNx1013ISk+SdOxEVnDYIA0V11VhX2rVmHrt9+iOCenYRliZGSrHtvp8GEMWrECEfn5dh8nOZHp0zErwhsZP2RYTRX8t/S/OKc/p0ldwNCAobg68GqUF5UjJz8HXZK74ObxN3M2gJwagwFyGtLGeMvCharAsLa6GvFduyIwJOSSj5P+BF3270ffDRsQydbGnuGWW7D3jb/i9Y9fV/0GAvybppg2VW3CsqplDg0CBvgPwJigMfCv9MeZC2cQHRGNa0ddi+uvvB5RERfvsUGkNQYD5FTkz1FSBlsXL8ap3btVBzYJClpTTyAta1OOHkXf9esRd/68I4ZLWgkKgu78Ofzhw5dVN8JOiZ2a3F1sKMa/Sv5l92F4wxuDAgZhTOAYBOuDcfr8aXj7eGPkoJGYcs0Ute0ykStgMEBOu+rg+Pbt2LZ4Mc4fOgT/4GDEde4Mn1Zu3xp/+rQKCpJPuEYDGmqHr7/Gl35VWLRiEfr36m9x96cln+KC4YLdOgcOCRiCKwKvQChCcS7rHMqrytGvRz+VEhjcZ3Cral+InAWDAXJqki44tHEjtn33HXJOnlQtjVtbZCiisrJUUJB66BCXJLqbu+7Czhefw5ufvonuqd3h7+/f5O71VeuxomqFzbcWHhY4DKMDRyPUKxS5BbnIzs9WqxomXzNZ9QxonrIgcgUMBsglVJaVYf/q1dj5/fcovHABYTExiEpKumTTIvMWxz22b1d9CoIqLDe5IRcUGorKs2fw3Ht/Rk1NjVq2Z67AUID3S9632eqAEQEjMCpwFIK8glBQXIALuRcQFR6Fa0dfi+vHXI/oyEv3yyByVgwGyKWU5uer3gSy+kAKDoMjIhCdnAxfP79WPd7bYFCzBBIYJJw5Y/fxkp0tWIDPa/OxdM1Sq6mCj0o+Qq6h/UWlcT5xGBYwDIP8B6mAIK8wD9l52YgMj8TIwSNx3RXXsS6A3AKDAXJJ5UVFKn2wZ/ly5J07h4CgIMR06tS6QkOzBkY9t29Htz174F9dbdfxkp3cfz+2PfME3v78bfTs0hN+zYLC1VWrsaZqTZvrAWQ7ZAkCOvt1VkWtOQU5aplgTGQMrhh6Ba4ZeY1FK2QiV8ZggFxaVXm52gRp948/qpoCbz8/xKWmwj+oaVe6i/GprVVLE7vu26cKD1lb4EIiI1F+6iSee/f/YKgzICmuaUOfXH0uPir9qFVPFesdq+oBZBYgyDsIdXV1qh5AZgPiouJUn4BxI8epDZKI3A2DAXILNTodjm3bpoKCzKNHUWcwICoxEaHR0Wp5YmsFlpej84EDKjjg8kQXsXQpPi45g+UblqNfz34Wd79f/D4K6gqsPtQHPujj30fNAnT169q4kiUrL0vVBSTEJmDc5eMwdsRY7iNAbo3BALkVfW0tTu3Zg0MbNqiPFUVFCImKUoGBb7Nq89YUHXaWGYP9+xGVk2O3MVMHPfwwNv+/X+Kd/76D3mm94evTdPnpisoVWK9b3+S2ZJ9k9Pfvr3oEBHs3bIMsLYMlCCivKFcnfkkFjL1sLOKi4xz6v0OkBQYD5Jbkz7ogM1PNFhxYuxb558+r5YiyAkGKDtsyW2CqL5DCw+TjxxEjz8WXjbYkDXTddcCttwKTJ6PEzwd/ePsP6vcqV/PmsvRZ+KT0EyT6JKKffz91RPlE/fR3Ulyg0gESRHRN6arSAdI0iKsDyJMwGCCP2PtAuhkeWLdOdTesKitT/QrC4+LgHxjY5ufzr6pC0vHjKjCQj4GVlXYZNzVVGBqKkkGD0O2ZZxoCgeCGK3qTD2Z+gDVb1qBvz76WjzUUItrnp5O7rlqnZgFKy0tVUeCQvkPURkLSNKh5vwIiT8BggDyGqgo/fRrHtm5VRYfSr0DywxIYRMTFtTmNYHxSxFy4gKRjx1RwEH3hAmcNbKQqJAQ53bohW460NGTV1MCg1+PBv/0NYdGWV+0bdmzAu9PeRXpautUNgeT3X1hcqGYBZJZINhCSWYDh/YezHoA8HoMB8tiCw/OHD6sZA2l7XJybi/q6OoTFxiI8NrbVbY+b862pUWkE2VpZDvk3ly22ji44GAUpKcjp2lWd/IsTEgCzdI4EbpmHD2PKU0+h7xVXWDxeTvTPv/M8/Hz9muT5Ze8C6RRYVlGmmgRJq2CZBRjQawBnAYiMGAyQx9NVVODcwYM4uWsXTuzcidKChspzufqU1Qht6V1gob5e7aQYe/ZsY4AQWlwMT1fr74/CpCQUJCejMCVFBQEVLWxbLUv8KoqLUZafr35XV993H8bccYfVr/3XtH9hw64N6JrcFbmFuSoNEBQQpDYyGj10NEb0H2HRqZCIGAwQNVFZWooz+/erGYMzBw6oE5BMTQeEhKgWyMHh4W0uPmzOt7paBQgRubmIzMlBZF4eInJyEFhVBXcjby6VEREojYlRR5EEACkpKImLa3LVb21PCmksJatB5OcvRZ9J3buj+7Bh6H355Sq1Y82arWtU7YCvry86JXTCZQMvUzMA3Tt3V7cRkXUMBohaUF1ZiQvHjyPr2DGc2LULBefPq+JD2Q8h1DRrYMNpZulxIMFBRF4eQgsLEVpSghBZGllcDL/aWjizmsBAlEVFoSw2tvHEXxobi7KYGBha0SpaTvhy9S8BQK1Op+o35OfbqXdvdBkwAJ3S09Xy0EsFYrI8cMueLWpFQY/OPSw6EhKRdQwGiFpBpqql4PDCsWNqRYIccuIy1Naq+gK5cpUjIDi4wzMH1vhXViK4tLTJIasa/HW6xsPP9O+qKvgYDO3+XnXe3tD7+UHv799w+PmhOiQElWFh0IWGokqOsLDGj3Jba074zU/+ElhJAKArL4eXtzdCIyORkJaGLv37I7F7dyR07ap+nkRkfwwGiNrZBjnvzBnknT2LrOPHceHoUZQXF6vZBJn+DgoLUykF+djeYsSO8NbrVWAgGzN5yUu8vh7edXXqo5fZIZ/X+fg0OfHX2Xi8EkjJCb+qtFTtPlmn16vZFfnZyNV+t0GD1Mk/MS2txel/IrIvBgNENlBbU6OaHOWfPauWL0pBYklenrr6lZeYzBbIfgmBISHq8A8OVsvb3In8f+pralRAJIcU++mrq9X/e2BoKEIiI5HcsycSunVDTEqKOqQOwx4zKUTUNgwGiOxAroYlGCjOzkZxTo7abjn31CkU5eSok2RNZaUqrpOAQAIDaX7kFxjY8DEgwGlPkPJ2IVP8UuAnJ3z5/5CPsheEzIjIVtIytS8BT1yXLqroT0760SkpiExIsLr+n4i0x2CAyMHdEEslSMjJUb0NCmU2ITMTpfn5qnBO+h/I1bS8KFU44OWlggMpqJN0g7evr/pofsht7ZllkJe+HHIiNz/kZC9X+HLCl49ySDrB9Bj5fhK0yLbR0pMhJjUV0UlJ6ipfPg+PiVH7QfDET+Q6GAwQOckGS5UlJaruQIrqZImj5NjLCgtV8FBRUoLqigqVjpCTtRySezf9WxomyWyC6cWs/i3piYZPGm40vdSN96n6AW9vlb9vPLy94ePnp4IPqXkIN57gpThScvwy3R8cFoYguS82VgUEROT6GAwQuVhOXmYP5FAzCVVVjZ/LygbTSV5d8RsLBk0zACoYkJkGmWUwnvDV0ezfkq4ICg3VpPCRiLTBYICIiMjDuVc5MxEREbUZgwEiIiIPx2CAiIjIwzEYICIi8nAMBoiIiDwcgwEiIiIPx2CAiIjIwzEYICIi8nAMBoiIiDwcgwEiIiIPx2CAiIjIwzEYICIi8nAMBoiIiDwcgwEiIiIPx2CAiIjIwzEYICIi8nAMBoiIiDwcgwEiIiIPx2CAiIjIwzEYICIigmf7/1AwkZWUpoRCAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
